{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "papermill": {
     "duration": 0.015454,
     "end_time": "2020-04-28T12:07:40.662724",
     "exception": false,
     "start_time": "2020-04-28T12:07:40.647270",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "# Changes In The Daily Growth Rate\n",
    "> Changes in the daily growth rate for select countries.\n",
    "\n",
    "- comments: true\n",
    "- author: Thomas Wiecki\n",
    "- categories: [growth]\n",
    "- image: images/covid-growth.png\n",
    "- permalink: /growth-analysis/"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-04-28T12:07:40.686082Z",
     "iopub.status.busy": "2020-04-28T12:07:40.685468Z",
     "iopub.status.idle": "2020-04-28T12:07:40.688013Z",
     "shell.execute_reply": "2020-04-28T12:07:40.687511Z"
    },
    "papermill": {
     "duration": 0.016511,
     "end_time": "2020-04-28T12:07:40.688126",
     "exception": false,
     "start_time": "2020-04-28T12:07:40.671615",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "#hide\n",
    "from pathlib import Path\n",
    "\n",
    "loadpy = Path('load_covid_data.py')\n",
    "if not loadpy.exists():\n",
    "    ! wget https://raw.githubusercontent.com/github/covid19-dashboard/master/_notebooks/load_covid_data.py"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-04-28T12:07:40.710587Z",
     "iopub.status.busy": "2020-04-28T12:07:40.709986Z",
     "iopub.status.idle": "2020-04-28T12:07:50.107677Z",
     "shell.execute_reply": "2020-04-28T12:07:50.106489Z"
    },
    "papermill": {
     "duration": 9.411566,
     "end_time": "2020-04-28T12:07:50.107807",
     "exception": false,
     "start_time": "2020-04-28T12:07:40.696241",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "#hide\n",
    "%matplotlib inline\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "\n",
    "import load_covid_data\n",
    "\n",
    "sns.set_context('talk')\n",
    "plt.style.use('seaborn-whitegrid')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-04-28T12:07:50.130314Z",
     "iopub.status.busy": "2020-04-28T12:07:50.129709Z",
     "iopub.status.idle": "2020-04-28T12:07:52.178623Z",
     "shell.execute_reply": "2020-04-28T12:07:52.177895Z"
    },
    "papermill": {
     "duration": 2.062707,
     "end_time": "2020-04-28T12:07:52.178768",
     "exception": false,
     "start_time": "2020-04-28T12:07:50.116061",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "#hide\n",
    "df = load_covid_data.load_data(drop_states=True)\n",
    "    \n",
    "annotate_kwargs = dict(\n",
    "    s='Based on COVID Data Repository by Johns Hopkins CSSE ({})\\nBy Thomas Wiecki'.format(df.index.max().strftime('%B %d, %Y')), \n",
    "    xy=(0.05, 0.01), xycoords='figure fraction', fontsize=10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-04-28T12:07:52.202620Z",
     "iopub.status.busy": "2020-04-28T12:07:52.202024Z",
     "iopub.status.idle": "2020-04-28T12:07:52.210107Z",
     "shell.execute_reply": "2020-04-28T12:07:52.210601Z"
    },
    "papermill": {
     "duration": 0.021338,
     "end_time": "2020-04-28T12:07:52.210725",
     "exception": false,
     "start_time": "2020-04-28T12:07:52.189387",
     "status": "completed"
    },
    "scrolled": true,
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['Afghanistan', 'Albania', 'Algeria', 'Andorra', 'Angola',\n",
       "       'Antigua and Barbuda', 'Argentina', 'Armenia', 'Austria',\n",
       "       'Azerbaijan', 'Bahamas', 'Bahrain', 'Bangladesh', 'Barbados',\n",
       "       'Belarus', 'Belgium', 'Benin', 'Bhutan', 'Bolivia',\n",
       "       'Bosnia and Herzegovina', 'Brazil', 'Brunei', 'Bulgaria',\n",
       "       'Burkina Faso', 'Cabo Verde', 'Cambodia', 'Cameroon',\n",
       "       'Central African Republic', 'Chad', 'Chile', 'Hong Kong',\n",
       "       'Colombia', 'Congo (Brazzaville)', 'Congo (Kinshasa)',\n",
       "       'Costa Rica', \"Cote d'Ivoire\", 'Croatia', 'Diamond Princess',\n",
       "       'Cuba', 'Cyprus', 'Czechia', 'Denmark', 'Djibouti',\n",
       "       'Dominican Republic', 'Ecuador', 'Egypt', 'El Salvador',\n",
       "       'Equatorial Guinea', 'Eritrea', 'Estonia', 'Eswatini', 'Ethiopia',\n",
       "       'Fiji', 'Finland', 'France', 'Gabon', 'Gambia', 'Georgia',\n",
       "       'Germany', 'Ghana', 'Greece', 'Guatemala', 'Guinea', 'Guyana',\n",
       "       'Haiti', 'Holy See', 'Honduras', 'Hungary', 'Iceland', 'India',\n",
       "       'Indonesia', 'Iran', 'Iraq', 'Ireland', 'Israel', 'Italy',\n",
       "       'Jamaica', 'Japan', 'Jordan', 'Kazakhstan', 'Kenya',\n",
       "       'Korea, South', 'Kuwait', 'Kyrgyzstan', 'Latvia', 'Lebanon',\n",
       "       'Liberia', 'Liechtenstein', 'Lithuania', 'Luxembourg',\n",
       "       'Madagascar', 'Malaysia', 'Maldives', 'Malta', 'Mauritania',\n",
       "       'Mauritius', 'Mexico', 'Moldova', 'Monaco', 'Mongolia',\n",
       "       'Montenegro', 'Morocco', 'Namibia', 'Nepal', 'Netherlands',\n",
       "       'New Zealand', 'Nicaragua', 'Niger', 'Nigeria', 'North Macedonia',\n",
       "       'Norway', 'Oman', 'Pakistan', 'Panama', 'Papua New Guinea',\n",
       "       'Paraguay', 'Peru', 'Philippines', 'Poland', 'Portugal', 'Qatar',\n",
       "       'Romania', 'Russia', 'Rwanda', 'Saint Lucia',\n",
       "       'Saint Vincent and the Grenadines', 'San Marino', 'Saudi Arabia',\n",
       "       'Senegal', 'Serbia', 'Seychelles', 'Singapore', 'Slovakia',\n",
       "       'Slovenia', 'Somalia', 'South Africa', 'Spain', 'Sri Lanka',\n",
       "       'Sudan', 'Suriname', 'Sweden', 'Switzerland', 'Taiwan*',\n",
       "       'Tanzania', 'Thailand', 'Togo', 'Trinidad and Tobago', 'Tunisia',\n",
       "       'Turkey', 'Uganda', 'Ukraine', 'United Arab Emirates',\n",
       "       'United Kingdom', 'Uruguay', 'US', 'Uzbekistan', 'Venezuela',\n",
       "       'Vietnam', 'Zambia', 'Zimbabwe', 'Dominica', 'Grenada',\n",
       "       'Mozambique', 'Syria', 'Timor-Leste', 'Belize', 'Laos', 'Libya',\n",
       "       'West Bank and Gaza', 'Guinea-Bissau', 'Mali',\n",
       "       'Saint Kitts and Nevis', 'Kosovo', 'Burma', 'MS Zaandam',\n",
       "       'Botswana', 'Burundi', 'Sierra Leone', 'Malawi', 'South Sudan',\n",
       "       'Western Sahara', 'Sao Tome and Principe', 'Yemen',\n",
       "       'Australia (total)', 'Canada (total)', 'China (total)',\n",
       "       'Denmark (total)', 'France (total)', 'Netherlands (total)',\n",
       "       'United Kingdom (total)'], dtype=object)"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#hide\n",
    "# Country names seem to change quite a bit\n",
    "df.country.unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-04-28T12:07:52.233448Z",
     "iopub.status.busy": "2020-04-28T12:07:52.232859Z",
     "iopub.status.idle": "2020-04-28T12:07:52.235936Z",
     "shell.execute_reply": "2020-04-28T12:07:52.235333Z"
    },
    "papermill": {
     "duration": 0.016473,
     "end_time": "2020-04-28T12:07:52.236036",
     "exception": false,
     "start_time": "2020-04-28T12:07:52.219563",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "#hide\n",
    "european_countries = ['Italy', 'Germany', 'France (total)', 'Spain', 'United Kingdom (total)', \n",
    "                      'Iran']\n",
    "large_engl_countries = ['US', 'Canada (total)', 'Australia (total)']\n",
    "asian_countries = ['Singapore', 'Japan', 'Korea, South', 'Hong Kong']\n",
    "south_american_countries = ['Argentina', 'Brazil', 'Colombia', 'Chile']\n",
    "\n",
    "country_groups = [european_countries, large_engl_countries, asian_countries, south_american_countries]\n",
    "line_styles = ['-', ':', '--', '-.']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-04-28T12:07:52.262228Z",
     "iopub.status.busy": "2020-04-28T12:07:52.260070Z",
     "iopub.status.idle": "2020-04-28T12:07:52.860065Z",
     "shell.execute_reply": "2020-04-28T12:07:52.860588Z"
    },
    "papermill": {
     "duration": 0.616165,
     "end_time": "2020-04-28T12:07:52.860747",
     "exception": false,
     "start_time": "2020-04-28T12:07:52.244582",
     "status": "completed"
    },
    "scrolled": false,
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#hide\n",
    "\n",
    "def plot_countries(df, countries, min_confirmed=100, ls='-', col='confirmed'):\n",
    "    for country in countries:\n",
    "        df_country = df.loc[(df.country == country) & (df.confirmed >= min_confirmed)]\n",
    "        if len(df_country) == 0:\n",
    "            continue\n",
    "        df_country.reset_index()[col].plot(label=country, ls=ls)\n",
    "        \n",
    "sns.set_palette(sns.hls_palette(8, l=.45, s=.8)) # 8 countries max\n",
    "fig, ax = plt.subplots(figsize=(12, 8))\n",
    "\n",
    "for countries, ls in zip(country_groups, line_styles):\n",
    "    plot_countries(df, countries, ls=ls)\n",
    "\n",
    "x = np.linspace(0, plt.xlim()[1] - 1)\n",
    "ax.plot(x, 100 * (1.33) ** x, ls='--', color='k', label='33% daily growth')\n",
    "\n",
    "ax.set(yscale='log',\n",
    "       title='Exponential growth of COVID-19 across countries',\n",
    "       xlabel='Days from first 100 confirmed cases',\n",
    "       ylabel='Confirmed cases (log scale)')\n",
    "ax.get_yaxis().set_major_formatter(matplotlib.ticker.ScalarFormatter())\n",
    "ax.legend(bbox_to_anchor=(1.0, 1.0))\n",
    "ax.annotate(**annotate_kwargs)\n",
    "sns.despine();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-04-28T12:07:52.904014Z",
     "iopub.status.busy": "2020-04-28T12:07:52.903369Z",
     "iopub.status.idle": "2020-04-28T12:07:53.450454Z",
     "shell.execute_reply": "2020-04-28T12:07:53.450990Z"
    },
    "papermill": {
     "duration": 0.577786,
     "end_time": "2020-04-28T12:07:53.451135",
     "exception": false,
     "start_time": "2020-04-28T12:07:52.873349",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#hide\n",
    "fig, ax = plt.subplots(figsize=(12, 8))\n",
    "\n",
    "for countries, ls in zip(country_groups, line_styles):\n",
    "    plot_countries(df, countries, ls=ls)\n",
    "\n",
    "x = np.linspace(0, plt.xlim()[1] - 1)\n",
    "ax.plot(x, 100 * (1.33) ** x, ls='--', color='k', label='33% daily growth')\n",
    "\n",
    "ax.set(title='Exponential growth of COVID-19 across countries',\n",
    "       xlabel='Days from first 100 confirmed cases',\n",
    "       ylabel='Confirmed cases', ylim=(0, 30000))\n",
    "ax.legend(bbox_to_anchor=(1.0, 1.0))\n",
    "ax.annotate(**annotate_kwargs)\n",
    "sns.despine();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-04-28T12:07:53.491610Z",
     "iopub.status.busy": "2020-04-28T12:07:53.490983Z",
     "iopub.status.idle": "2020-04-28T12:07:54.262866Z",
     "shell.execute_reply": "2020-04-28T12:07:54.263392Z"
    },
    "papermill": {
     "duration": 0.796673,
     "end_time": "2020-04-28T12:07:54.263529",
     "exception": false,
     "start_time": "2020-04-28T12:07:53.466856",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#hide_input\n",
    "plt.rcParams['axes.titlesize'] = 24\n",
    "smooth_days = 4\n",
    "fig, ax = plt.subplots(figsize=(14, 8))\n",
    "df['pct_change'] = (df\n",
    "                    .groupby('country')\n",
    "                    .confirmed\n",
    "                    .pct_change()\n",
    "                    .rolling(smooth_days)\n",
    "                    .mean()\n",
    ")\n",
    "\n",
    "for countries, ls in zip(country_groups, line_styles):\n",
    "    (df.set_index('country')\n",
    "       .loc[countries]\n",
    "       .loc[lambda x: x.confirmed > 100]\n",
    "       .reset_index()\n",
    "       .set_index('days_since_100')\n",
    "       .groupby('country', sort=False)['pct_change']\n",
    "       .plot(ls=ls)\n",
    "    )\n",
    "\n",
    "ax.set(ylim=(0, 1),\n",
    "       xlim=(0, 20),\n",
    "       title='Are we seeing changes in daily growth rate?',\n",
    "       xlabel='Days from first 100 confirmed cases',\n",
    "       ylabel='Daily percent change (smoothed over {} days)'.format(smooth_days),\n",
    ")\n",
    "ax.axhline(.33, ls='--', color='k')\n",
    "ax.get_yaxis().set_major_formatter(matplotlib.ticker.ScalarFormatter())\n",
    "ax.legend(bbox_to_anchor=(1.0, .155))\n",
    "sns.despine()\n",
    "ax.annotate(**annotate_kwargs);\n",
    "\n",
    "# This creates a preview image for the blog post and home page\n",
    "fig.savefig('../images/covid-growth.png')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "papermill": {
     "duration": 0.02126,
     "end_time": "2020-04-28T12:07:54.306481",
     "exception": false,
     "start_time": "2020-04-28T12:07:54.285221",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "## Appendix: German ICU Capacity"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-04-28T12:07:54.417134Z",
     "iopub.status.busy": "2020-04-28T12:07:54.413730Z",
     "iopub.status.idle": "2020-04-28T12:07:55.058455Z",
     "shell.execute_reply": "2020-04-28T12:07:55.057489Z"
    },
    "papermill": {
     "duration": 0.731067,
     "end_time": "2020-04-28T12:07:55.058580",
     "exception": false,
     "start_time": "2020-04-28T12:07:54.327513",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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yx46RnVxdXTWSWYA+ffpgZmZGRESE0r03MTGRVatWAfDjjz+m6t3QrVs3atasSUREhMZSQ7t27QKS51V4+7u2R48eVKhQIVWd7t+/D4CdnV2q8bBVq1Zl06ZNrF+/XqOHkC4vX77k+++/58mTJ1SoUCFDD26EEOJTJAmtECloW74nKiqKc+fOUahQIWUspLaE9sWLF1y6dAnQPSGUriRP3ZL57NkzILn7ozox1BVL3Q1Y17jDt1ttUx7n1atXWl+TkoGBATVr1iQ+Pp6zZ88q20+fPg1AtWrVcHR0JCQkhJcvXyr71fXJ6e7GAK9fvwaSZ57WZfny5UyfPl3r/9TLMMH/ziu9633hwgWta9mm1/qlrVupOjHR9l6p9709trply5a4ubkpD0FSUt+I63p/K1eurDUB1fa5UHd53Ldvn3Kd1fbu3Qug0WUzI961hVAba2trrd2rM/NZj4iI4Pr164Du91/9MCvl38L7cuPGDSIiIjAwMND5HfI+6qf+3Kf19/Yx0fZeGhsbK2Ptr169CvyvV0mePHl0fka1fd+qv++1/f1Cci+Xt5UpUwZInuzpwIEDJCQkaOy3tbWldOnS6baAh4SE0KFDB4KCgvjyyy9ZsWIFxsbGab5GCCE+VdLlWIgU1Mv3XLhwgVevXmFmZkZAQABxcXHUqlVLGTtpZ2eHqakpQUFBxMTEkCdPHk6fPk1iYiKlS5fWuRyMtiQEUG5EEhMTgeSbcHWSuHnzZmW8Ykrq2UufPXtGZGRkqklXihUrluo16pukpKSkdK8FJN+QHTx4kICAAOXmzN/fH1NTUypXroyjoyM+Pj4EBgYqLURBQUGYmJi8l+5v6rGRac2gum3bNp2TAzVq1EhpjVOPQ/vrr7+UcblvMzIyIi4ujrt376ZqkXm71ext2tbgVbfCFCxYUOe+t9+rxMREtm/fzq5du7h9+zbPnj1TPgvp0bUOsLZjVatWjbJlyxIaGsr+/fuVbtZXrlzh9u3blClTRqNbfkakN4lQVmTmnHRRv/egu/VR3foeERHB69ev32tSp27Vs7Ky0pm0qOunnmgrJ6i/Y3LLjMW63kv1AxD1RGjq919fX5+ZM2dqfY168raUD8HULdbaHqiA9u/7Ro0a0apVK3bv3s3gwYOxtLSkVq1a1K5dGxcXl3S/RyD5oUXv3r2Jjo6mY8eOTJ48OVvGowshRG4lCa0QKaiX7wkLC8PPz48mTZoorbDqFhBIvlmuUaMGR44cISgoCGdn53S7G6tflxEpWwAzshSDtoT27e5sWaFuZVV3YX3z5g3nzp2jVq1aGBgYKF2hAwICaNiwIVevXlUmz3ofrQXqm/jbt2+nmqBLTdvstA0aNNBIYuB/11zXDKgpabuhNzExSfM1ab332uqtTVJSEsOHD1fOqUKFClSvXh1zc3P09PQICwtj//79Ol+f2c9Ex44dmTVrFj4+PkpCq26dzcxkUGr58+fP9GvSkx2fc3ULtJGRkc73KWXC8ObNm/ea0Krrl1b3bnX93rx5k2P1UCdooaGh7xQno593+N9Dvox+d6ak629Sfa3UD4KioqKA5Ov8+++/pxkz5d+++lrrSia1fQfq6+srM3Jv2LCBs2fPsmfPHvbs2YOBgQHNmjVj0qRJWh9yqes8bNgwoqOjlVmkhRDiv04SWiHeop7t+PTp0zRp0kQZZ/V297HatWtz5MgRTp8+neGENqNS3oj99ddfSje1983a2hpra2suXLhATEwMwcHBxMbGUqNGDQA+//xzihYtqoyjfZ/djSF5zJmenh4vX77k4sWLGZotVhcTExNevXrFypUr31v9M+vw4cP89ddfGBkZsXz58lSfST8/vzQT2sxq164d8+fPJyAggMePH/PZZ5+xb98+DAwMlPHY70NcXFyOxlf/vcXFxREfH681SU7Z7TqjiXl8fHy21u/trt8pqfflxEMDNXt7e7y9vQkKCuLNmzcZGj8dGxubKrFTT6qUkZZe9bJguhK8tMTExGh98KBOZNX71NfMyspK5zrk2uTJk4fXr18TGxurdb+uhwv6+vq0aNGCFi1aEBkZyenTp5W/7T179nD79m22bt2qtduxr68vjx8/xtbWVpJZIYT4fzKGVoi3qMddBQYGEhERwT///EOZMmVSdW1Ut9gGBgYSFhbG3bt3yZcvn5LsvQtzc3NlCYac7EKYEc7OzsTGxnLu3DklYU05zszR0ZFr167x8uXL9zohFCTf5KrHtq1Zs+adYqm7iX/o650W9YzTderU0To+T901NbsUKlQIFxcXkpKS2LdvH8HBwdy/fx9nZ2ed3SyzQt1ip26NSyk2NpZ///03246lTcmSJZU63Lt3T2sZ9faU3X7VCcfb4yDV3u4FkFXqycSePn2qM0lS1y8nJ2yqW7cu5ubmvHr1SutkYW9LSEigc+fOjBw5UmN9ZPVETRmZsOv8+fNA8sRcmfXw4UOt29V/4+rPsPpv/9mzZzqTU22srKwAdH4+dX2WUjI1NaVRo0bMmDGDnTt3UqRIES5fvkxwcLDW8vr6+jRt2lTrkkBCCPFfJQmtEG+pVasWRkZG3Lhxg7///hvQPrlHuXLlKFKkCJcuXdJI9LJrLJN6HVtt42ch+Sbq0KFDOT6eTd1aGRwcrKyB+eWXXyr7HR0dlbGzwcHBWFtbv9Nal5nl7u6OoaEhu3fv1tq9+G2hoaFERESk2p7e9X7z5g179+7l+fPn71bhd6BOnNQtXCklJiYqM+FmdIx0Rqgnh9q1a5cyq2tmJ4NKj7qFTD2mMaVTp05pTXSzk7m5uTImWv03/zZfX19A82GOut66Epq3Z0F/W0bfpy+++IKCBQuSmJjI8ePH06xfdjxQ08XExESZXXv+/Pk6x6arzZs3j6tXr3LmzBmNXifqGbT37NmjMaHc286dO8eZM2cytG62NtpaW2NiYpTJnGxsbAAoX748VlZWJCYm6uzhcPnyZYKCgjRa3dVJ9pkzZ1KVT0pKUt6TlE6fPs3atWu1vvfW1tbKuPSUDwBSatCgAQsXLpQZjYUQIgVJaIV4i3r5nqSkJGU8lXpW47fVqlWLuLg4ZSmX7OhurNarVy/09PTYvn270p1ZLTo6mnHjxjFo0CCWLl2abcfUpmbNmhgaGhIQEMDFixdxcHDQGM+mHke7ZcsWXr58+d6769rY2DBu3DgARo4cyfLly7VOkhQZGcnq1avp3LkzUVFRlCpVitKlSyv7u3XrRt68eTl58mSqccvx8fFMmzaN4cOHM3Xq1Bw9n7SoW7YCAgI0xlm/fv2aiRMnaqzDmpmWprTUqVOHokWLcvnyZXbu3JkjS++olzfZtm2bRmvnw4cP+eWXX3K0G62am5sbAF5eXsoEQGrBwcH8+eef6Onp4erqmqred+7cSbV81YoVK3SONVWfj64WxLcZGBgox507dy7h4eEa+//66y98fX3JmzevsrxQTunXrx81a9bk5cuXfPPNN1rHnIeHhzN58mRWrFiBiYkJs2bN0hjj36hRI2rXrk1ERASDBg1SZndPKSgoCHd3dyB5qZ3MrjOtp6fH6tWrU7WSLlu2jOjoaIoWLap8d+nr69OzZ08geZ3nt9+Xe/fuMXjwYHr06KHxkKJZs2ZA8jwHKZdcg+Rl17S10M6fPx8PDw+8vb1T7QsLC1OSY/WM+m978uQJN2/ezPFeC0IIkZvIGFohtKhbty4BAQFcvnwZQ0NDpfXubbVr12bHjh3KUhnZmdBWq1aNUaNGMXv2bPr06YOTkxOlS5fmxYsXnDp1ioiICCpXrsyAAQOy7ZjamJmZYWtrq8zi/HYLUPny5SlYsKDSsvW+uhun5OrqioWFBR4eHsybN4/ly5dTo0YNihYtSkxMDI8ePVLG/xoZGdG9e3eGDx+u0dJpbW3N9OnTGTt2LGPHjmXTpk2oVCqioqIICAggLCyMEiVKKMnzh9CmTRuWLl3Ko0ePaNWqFbVr1+b169f4+flRqFAh1qxZQ5MmTXj16hW9e/emUaNGSqKWVQYGBrRv355ly5YRGRlJ9+7ds33Crx49erBnzx5OnTpFu3btqFKlCm/evOHvv/+mUaNGPH78WBnLnlPatWuHv78/Pj4+tG3bFicnJ6ysrLh79y6BgYEkJCQwcuRIqlatqrymVKlS1K1bl+PHj9OnTx9cXFywtLTkypUr/PPPP4wcOZJp06alOpaNjQ1Hjx5l+fLlnDt3DhMTEzw9PdOsX79+/Thz5gwnT56kefPm1KhRA3Nzc27evMnZs2cxNDTkp59+yvE1Yg0MDPDy8mLKlCls27aNQYMGUbJkSapWrYq5ubkyoV50dDTFihVj8eLFyjI5KS1cuJAhQ4Zw6tQpGjRogJOTE8WLFyc2NparV69y5coV9PT0+Pbbbxk2bFim62lkZETXrl1p06YNX331FYUKFeLatWsEBwejr6/PpEmTNMZK9+7dm3PnznH48GFatmzJV199RcGCBXn8+DEnT54kLi6Ojh07aiwF1KxZMzZu3EhAQAAdOnSgfv36mJqacuXKFa5fv07//v1Tva8TJkygT58+zJw5k61bt2JjY4OJiQn//vsvp06dIjIykl69elGuXDmt5zVv3jy2bdtGly5dtH62hBDiv0gSWiG0UC/fA8nrAr49g7BaypbbMmXKZLoVIT19+/bFzs6O33//nXPnzhEYGEiePHkoV64c33//PT169HgvyzXUqVNHSdrfTmj19PRwcHDg0KFDGBkZ5chaoxnRunVr6tevz59//omvry9Xrlzh5MmTGBsbU7hwYZydnalTpw6NGzfWOf6zVatWlC9fnpUrVxIQEMClS5cwNDSkVKlSdOzYETc3N63dfd8XU1NTVq9ezZw5cwgKCmLXrl0UK1aMTp068d1332FqasqUKVOYNWsW58+fz7bJxDp27Mjy5ctJSkrK0uzG6bG3t8fLy4vFixcTEhLC3bt3sba2ZuDAgbi5uSndXHPazz//TO3atdmyZQvBwcFERUVhYWFBgwYNcHV11frZnj9/PvPnz+fQoUMcPnyYAgUK4ODggIeHh87utG5uboSEhHDixAmCg4OVlsK0qCcC++OPP9i1axcnT54kNjaWQoUK0bp1a3r37q0xFCAn5cmThxkzZtCjRw+2bdvG6dOnOXbsGK9fv8bc3JyqVavSuHFjvv76a50TR5mZmbFq1SoOHjzIjh07uHTpEqdOncLQ0JDixYvTtWtXunTpkuVzMjAwoH///hQuXJgNGzYo3X+rV6/OgAEDUg0jMTQ0ZNGiRWzfvl05p6ioKMzMzHBycqJTp05Ki6yavr4+y5cvZ9myZezdu5f9+/crPXymTZumtduwnZ0dW7ZsYd26dfj6+nLo0CHevHlDgQIFqFatGh07dqRp06ZZOmchhPiv0kvKzsFWQgghPjn//PMPLVu2xNbWlq1bt37o6gghhBBCKGQMrRBCiDSpx2mrxxkKIYQQQnwsJKEVQgih09atW9m9ezdly5alRYsWH7o6QgghhBAaZAytEEIIDaGhoWzYsIHr16/j7+9Pvnz5+OWXXzQm0RFCCCGE+BjI3YkQQggNz58/Z8OGDRgaGlKjRg3GjBmDra3th66WEEIIIUQqMilUFpw5cwYHB4cPXQ0hhBBpCAkJAXSv6SmEEB+7kJAQ+Q4TIh0yhlYIIYQQQgghRK4kCa0QQgghhBBCiFxJElohhBBCCCGEELmSJLRCCCGEEEIIIXIlSWiFEEIIIYQQQuRKktAKIYQQQgghhMiVJKEVQgghhBBCCJErSUIrhBBCCCGEECJXkoRWCCGEEEIIIUSuJAmtEEIIIYQQQohcSRJaIYQQQgghhBC5kiS0QgghhBBCCCFyJUlohRBCCCGEEELkSpLQCiGEEEIIIYTIlSShFUIIIYQQQgiRK0lCK4QQQgghhMj17t+/j0qlYuPGjTrLuLq60rlz52w9ro+PDyqVips3b2Zr3Kzw9/dHpVJx/PjxD12V90YSWiGEEEIIIUSuV6xYMU6cOEH79u2VbS4uLvj7+yv/9vT0xMvL60NUL0f8+eefuLq6Kv+2t7fnxIkT1KxZ870c/+3r+yEYftCj52JhYWGZfo2ZmRkmJiapYhQsWBBjY2MA4uPjefbsWYJ4CLAAACAASURBVJbqpCtO4cKFMTAwACAmJoaIiIgsxdcWR09PjyJFiihloqKiiIyMzHRsXXEMDQ0pVKiQsv3ly5e8fv060/F1xcmbNy8FChRQtj9//pzY2NhMx9cVJ3/+/Jiamirbnz59SmJiYqbj64pjbm5Ovnz5AEhMTOTp06eZjg3ojGNpaYmRkREAcXFxhIeHZym+rjhWVlbo6yc/V3v9+jUvX77MUnxtcfT19bGyslLKREZGEhUVlenYuuIYGxtTsGBBZfuLFy948+ZNpuPripMvXz7Mzc2V7c+ePSM+Pj7T8XXFMTU1JX/+/Mr2J0+ekJSUlOn4uuJYWFiQJ08eABISEvj3338zHRvQGadQoUIYGib/hMXGxvL8+fNUr1V/ztL6vtYVp2jRokqZ6OhoXr16laX6a4tjYGBA4cKFle2vXr0iOjo607F1xXn7M5XV7zVdcUxMTDAzM1O2//vvvyQkJGQ6vq44un4rM0t+c3WT39y0fUy/uVn93f2vMjAw0PjNDgsL4+HDhxplLCws3ne1ctTZs2c1/m1sbKxxDXKStuv7IUhCm0Xfffddpl8zcOBAmjVrlirG9OnTsbW1BZI/GAMGDMhSnXTFWb16tfLDcv78eTw8PLIUX1ucfPnysXnzZqXMgQMHWL16daZj64pTrlw55s+fr2z//fffOXDgQKbj64pTt25dRo0apWyfPXs2ly5dynR8XXG6du1K9+7dle2jR4/O0o+TrjgjR46kXr16ALx58yZLn0tAZ5x58+ZRvnx5AO7cucOIESOyFF9XnE2bNik3nAEBAcydOzdL8bXFsbS0xNvbWymzc+dONm3alOnYuuLY2Njw888/K9t/++23LHXv0RWnSZMmuLu7K9s9PDyy1JVJV5xvv/1W4wn24MGDs3TjqivOxIkTqVGjBgARERFZ/mzqirN06VJKlCgBQEhICBMmTMhSfF1xdu7cqZQ5fvw4S5YsyVJ8bXGKFy/OsmXLlO1//PEHO3bsyHRsXXGqV6/OpEmTlO2LFi0iMDAw0/F1xWnbti19+vRRtk+cODFLNzS64uj6rcws+c3VTX5z0/ax/eam/B7JjKS4OGLDHmXptdnJuGgx9P4/Uc+sxMREVq9ezaZNmwgLC8Pa2pqePXvSpUsXxo0bx/Xr1/n6669ZsGAB3bt3p1OnTjRs2JApU6ZQtmxZevbsCUDPnj0pUaIER44cwdXVlZiYGP744w8g+WGmp6cnO3fuJCIignLlyjFgwAAaN24MJD+w8vT0ZNeuXYSFhWFhYYGDgwNjxoyhZMmS73RtQkNDmTNnDhcvXuTly5dUqFCB4cOHU7t2baXM5s2bWbduHffu3cPIyAhbW1tGjhxJ5cqVcXV1JSAgAACVSsWMGTMoUaIEPXv25LfffqNu3bp4enqyZs0aVq5cyZQpU7h58yalSpXi559/JioqihkzZnD79m3Kly/P9OnTqVixYobO29/fX+v1Bdi+fTtr164lNDQUY2Nj6tWrx9ixYzUedGUnSWiFEEIIIYT4hCTFxXG1yVfE3r39oauC8eelqXTAN0tJ7bJly/jtt9+YMmUK9vb2+Pr68uOPPyot3M+fP8fX15f169dTtGhRjd409vb2/PrrrwwbNgxPT08cHR21HmPq1KkcPXoUDw8Pypcvz7Zt2xgyZAi///471atXZ9myZaxcuZJ58+Zha2vL06dPmTp1KkOGDMHHxydrF+X/6+7q6krRokVZsGAB5ubmrF27ln79+rFx40ZsbW3x8/NjypQpTJ8+HScnJ169esXy5cvp3bs3f//9N56ennz33XcYGBjg6emJmZkZ58+fT3Ws+Ph4FixYwKRJk8ifPz+jR49m3LhxFCxYkKlTp5I3b15Gjx7N9OnTWbt2rXLt0zpvXdd3x44djB07lt69ezN37lweP37MtGnT+O6779i6davSoy476SVlpY/Zf9yZM2ey9ERGuj/pJt2f0vYxdX/KCulyrJt0OU7bu3Q5Dg0NBaBs2bI640uXY92ky3Ha5DdXN/nNTVtmfnNDQ0OpVatWpo/xKSS0sbGx1KlTh/bt2zN+/Hhl+/z58ylYsCDXrl1j27Zt7N27l3LlygHJk0KpW2i7devGqVOn+Pbbb/n9999xcnIC0Gih/ffff6lbty7jxo1TWhsBJk+eTLVq1WjXrh3h4eFERERo/JZs3LiRKVOm4Ofnh6WlJT4+PowfP16jLunx8vJi3rx5HDx4EGtrayD589C8eXMqVqzIggUL+O2331i6dCkBAQHKb1V0dDQ3btygUqVKGBsb061bNwwNDZVEVN1ymrKFdtGiRaxatQpnZ2cAVq1axS+//ML69euVRHTVqlUsWbKEoKAggAydt7br27x5cwoXLqzUByAoKIgePXrg5eWl9E7ITtJCm0Upb1KyM4ahoWG2xNYVJ0+ePNkSX1ec/Pnza9zcZpWuOObm5ho351mlK07Km7d3oStOdo1p0BZHX18/W95bXXGMjIyyJb6uOPny5VN+4N+FrjimpqYaNyhZpStOgQIFNG6wskpXnOzqpqMrTsqb23ehLY6BgYHW91ydoGb0c6UrjrGxsdbt6kQio/F1xTExMdFIjLJKVxwzMzONxC6rdMXJ6e+1lEn1u9AVJzu+d3TFkd/ctOPIb67uOO/rNzerD0T0jIyodMA3V3c5vnfvHi9evFC69qsNHz4cgHHjxpEvX74MJ5DaXL58mYSEhFTHmDZtmvLfefLkYefOnRw+fJiwsDDi4uKUB8zPnz/H0tIyS8e+cOECn3/+uZLMQvLnwcnJCT8/PwCcnZ1ZvHgxXbp0oWPHjtSsWZMyZcpQpUqVTB/vyy+/VP5bfZ/x9raUD2+zct6RkZGEhobSpk0bje3VqlUjb968XL58WRJaIYQQn47Ro0ezefNm9uzZQ9WqVT90dYQQ4pOiZ2REnpKff+hqZJm611ZaD23e9YGOOoFLK86oUaM4efIko0ePpnr16uTLl48DBw4wZ86cdzp2ZGQk9+7dw97eXmN7XFyc0hr75ZdfsnnzZlatWsXChQuZMmUK5cuXZ8SIETRs2DBTx0v5QFVPT0/nNrWsnLe6x8jixYtTzSQdExOT5V4N6ZGEVgghxHvn6empTBqzadMmSWiFEEJoUPcoevHiRY4fQ9eQp8jISI4ePcr333+vsTROVrqyv83c3Bxra2t+++23NMupVCp++eUXkpKSuHjxIr/99huDBw9m7969lC5d+p3roU1Wz1vdS8jNzY1OnTql2p8dPeW0kXVohRBCvFc7duxg6NChALRv357p06d/4BoJIYT42BQrVgxLS0uCg4M1ts+aNYuffvopU7F0zRFRoUIFjIyMOHPmjMb20aNHs3TpUuLi4pR5IdQSEhKyPPN0SlWrVuXRo0eYmZlRqlQp5X8p5+44c+aMMsmTnp4ednZ2eHh4kJCQwJUrV9I9v6zK7Hmrj58/f34qVKjA3bt3Nc6pVKlSxMbGZrl7dnokoRVCCPHeBAYG0q1bN5KSknBycmLdunXKxDdCCCGEmpGREb169cLHx4c///yT+/fvs2XLFtasWZNqzKsu6rHbJ0+e5MqVK6kSv0KFCtG+fXu8vLw4fPgw9+7dY/ny5ezevRsHBwcKFixI6dKl8fHxISQkhCtXrvD999/j4OAAQHBwcJYmZgP4+uuvKVCgAMOHD+fs2bPcv3+fnTt30qFDB1atWgXA0aNHGTBgAAcOHODBgweEhoaybNkyTExMsLOzA5LHvt6+fZsLFy7w6FH2jJnO6Hlru77ff/89Bw8eZOnSpdy8eZMbN24wbdo0OnTowO3bt7Olfm+TLsdCCCHei/j4eLp3787r168pU6YMO3fuzJbJloQQQnya+vXrBySPyZwyZQolS5bkxx9/pF27dpw+fTrd11euXJkmTZrg7e3Nn3/+ia+vb6oyEydOxNTUlClTpvDy5UvKlCmDp6ensgb67NmzmTJlCp06daJo0aL069ePtm3bKomaerxrZllYWLB+/Xpmz55Nv379iI6OpmTJkvTv359vv/0WgKFDh2JgYMAvv/zCkydPMDExoVKlSvz222/Kiiu9evVi9OjR9OjRgxEjRmhM9PQuMnLe7dq1S3V9W7VqBcCKFStYvHgxRkZGVKlSBW9vb8qUKZMtdXubLNuTBWfOnFGeUAghhMi4c+fO0bNnT7Zs2YJKpcrRY4WEhADk+HGEECKnhISEyHeYEOmQFlohhBDvTdWqVTl37lyOLKwuhBBCiP8eSWiFEELkmKSkJBYuXEjfvn2VZREkmRVCCPGpensZHm1at26tsdateDeS0AohhMgxkydPxsPDg7Vr13L06FFlSn8hhBDiU7R9+/Z0y+TU8jX/VZLQCiGEyBGrVq3Cw8MDSH5iLT/gQgghPnWlSpX60FX4z5F+X0IIIbLdgQMHlNkpmzZtypIlS9DT0/vAtRJCCCHEp0YSWiGEENnqwoULdOzYkYSEBKpUqcKWLVswMjL60NUSQgghxCdIElohhBDZ5sGDB7Rs2ZJXr15RokQJdu/eLeNmhRBCCJFjJKEVQgiRbQYOHMj9+/cxMzNj7969ysLvQgghhBA5IUsJbUREBPfu3SMiIiK76yOEECIXW7p0KTVq1GDLli3Y2dl96OoIIYQQ4hOXoVmOb9y4we7duzl58iRXr14lMTFR2aevr0/FihWpU6cOLVu2pEKFCjlWWSGEEB+34sWL4+fnJ2vNCiGEEOK9SPOOIywsjCFDhtCmTRuWL1/Oy5cvadKkCd26daNfv35069aNJk2aEBkZyfLly2nbti1Dhw4lLCzsfdVfCCHEB+bt7c2DBw+Uf0syK4QQ4l3FxMSwcOFCmjZtiq2tLXXq1GHChAk8f/5cKZOUlIS3tzetWrXCzs4OJycnhg4dqvGbFBoaSqdOnbC3t8fNzY3w8PBUxxoxYgQ//PBDluvq6upK586dM/WacePG4ezsrPy7QYMGDB8+PMt1yA1cXV1xdXXN9rg6W2h9fX0ZNWoUSUlJDBo0iPbt21OiRAmdgR49eoSPjw+///47bdq0Ye7cudSpUyfbKyyEEOLjsWnTJr799ltKlCjBsWPHKFeu3IeukhBCiE/AmDFjCAoKYurUqahUKq5du8bEiRN5/PgxK1euBGD27Nls3LiRH3/8EQcHB+7evcuPP/5I//792bZtG4aGhnh4ePDFF1/wyy+/MGPGDBYuXMiUKVOU45w6dYqTJ0+yb9++93p+EyZMIC4u7r0e831zcXFh5syZODk55ehxdD5G79+/Py1atODIkSO4u7unmcwCFCtWjEGDBnHkyBFatmxJ//79s72yQgghPh4nTpygV69eAJQrV04mgBJCCJEtnj9/zunTpxk5ciSNGjXC2tqaxo0b06tXL06cOEFERAQJCQns37+fPn360K5dO6ytrXF2dmbw4MFcv36dkJAQ4uLi8Pf357vvvqNs2bL06tULX19f5TixsbFMnTqVkSNHYmlp+V7P0czM7L0f830KCwvj4cOH7+VYOhPaX3/9lR9//BFTU9NMBcyfPz+TJ0/m119/fefKCSGE+DiFhITQtm1bYmNjUalUbNu2jTx58nzoagkhhPgEFCxYEH9/f77++muN7fr6+ujp6aGvr4+BgQGHDx/G3d09VRkAAwMDwsPDiY+Px9raGoCSJUtqDI308vKiYMGCdOrUKcN1CwoKom3bttjY2NC4cWO2b9+eqsyTJ08YM2YMNWvWxMbGhgYNGjBz5kzevHmjlHm7y7FaeHg4tra2LFmyJNW+bt260bNnT511CwwMpG3bttja2tKsWTMOHDjAwIEDNbpDq1QqVqxYQd++fbGxseHWrVvKeX3zzTdUrVqVKlWq0LlzZ44ePQrAyZMnUalUhIaGKnEOHjyISqVi0aJFyraEhAQcHBzw9vambt26APTs2ZMGDRpo1PPYsWO0bNlSuYbHjx/XeU4ZobPLcePGjd8pcKNGjd7p9UIIIT5OT58+pUWLFoSHh2NlZcXevXs/6afMQgiRW92+fTvN/VZWVuTPnx9ITkbu3buXZvnPPvuMvHnzAhAXF6cxVlWb4sWLY2xsnPEK65CUlERAQADr1q3jm2++wdzcXGu5K1eusGTJElxcXKhYsaKSvOrp6Wn8P8CdO3dYuXIlGzdu1NielufPn9O/f38qVarE1q1biY+P59dff+XmzZsavZRGjhxJWFgYy5Yto2jRoly/fp1Ro0YByYlsWiwtLWnSpAnbt29n4MCByvbHjx9z9uxZZs+erfV14eHh9O/fnwoVKrBx40ZiY2Px8PAgIiKCwoULa5TdsmULXbp0YerUqVhZWXH9+nXc3NxwcXFh48aNGBkZsWrVKgYOHMi6detwdHQkT548BAUFUbZsWQD8/f0pVqwYgYGBStzLly8TGRlJzZo1+fXXXxk2bBienp44OjoqZR4+fMjmzZuV85gyZQqjRo3i+PHjymcrs3QmtBUrVszwmwvJH5ArV65kqRJCCCFyh9evX9OmTRtCQ0PJly8fu3fvVn7chBBCfFzKlCmT5v6tW7fSoUMHIHlZzvTKHz16lPr16wNw69YtVCpVmuUvXLiAra1txiusxYgRI9i/fz/6+voMHDiQAQMGpCoze/Zs1qxZQ0JCAj169GDs2LFAckuvgYEBYWFhFC9enIcPH1KkSBEApk2bRseOHSlXrhweHh4cPnwYU1NTRo4cqZzj2w4dOsSrV6/w8PCgVKlSAMybN4/atWtrlJs5cyb6+voUK1YMSB6aWadOHXx9fdNNaAG6dOnC7t27CQoKUpLBffv2YW5uTpMmTXTWLTIykunTpyu/y/PmzaNZs2apEtoCBQrQu3dv5d9r164lf/78zJ07V3kA8dNPP3HixAk2bNjA3LlzcXR0JDAwUGnt9ff3p0uXLixbtozY2FiMjY3x9/enePHiVKxYUZl8q0CBAhoPvZ8+fcrWrVspWLAgkDxR1KhRo7h16xaVKlVK99poozOhbdeuXaYSWiGEEJ++6dOnc/r0afT09NiwYQM1atT40FUSQgjxCRs/fjz9+/dXWicfPHiAh4eHRpk+ffrQvn17rly5wrx587h16xZeXl4YGxvj4ODA5s2bcXd3Z+vWrdSuXZu9e/dy/fp1FixYwB9//MGlS5fYt28fx48fZ+jQoRw/fpwCBQqkqsv169cxMTFRklkAc3PzVBMixsfH4+XlRUBAAOHh4SQmJhIbG4uFhUWGzrlGjRqULVsWHx8fJaHdu3cvbdq00Tm85+7du+TLl0/jIXPp0qU16qpWuXJljX9funQJGxsbjdZ0AwMDbGxsuHr1KgDOzs6sW7cOgGfPnnHjxg06duyIt7c3Fy9exMHBAX9//3QnBS5VqpSSzAJKsvvq1as0X5cWnQntzJkzMxzkzZs3GlNoCyGE+DT98MMPXLp0CRcXF9q1a/ehqyOEECIN6vGRulhZWSn/bWFhkW75zz77TPnvMmXKpFu+ePHiGahl2qysrLCysqJChQoUKFCAoUOH0rlzZ+zs7JQylpaWWFpaUr58ecqUKUPHjh3Zv38/LVq0YPz48fTr1w8vLy8+//xzFi9ejJubGz/88AOmpqb4+/vTrFkz8ubNS+PGjTEyMuLcuXPUq1cvVV2ioqK0dovNnz8/8fHxSplvvvkGY2NjRo8eTfny5TEyMmLOnDkEBwdn+Ly7dOnCggULmDhxIs+ePePChQv89NNPOstHRERgYmKSarulpSUJCQmp6ptSZGQkn3/+udbzioqKApIT2lmzZvHgwQPOnz9PmTJlsLKywsHBgaCgIKpUqcKZM2fSzSHz5cun8W91A2pSUlKar0uLzoQ2M86ePcuIESPw8/PLjnBCCCE+UiYmJvj4+Mhas0IIkQuULl06w2UNDAwyVd7IyChT5TMjLCyMwMBA6tevrzFB7RdffAHAP//8Q6lSpTh58iSOjo5KN2KAChUqAHDz5k0AvvzyS3x9fXn27BmFCxfGw8ODChUq0KJFCwBevHihJHh6enqYmJgQERGhtV4mJiYaEzupvXr1SknU/P39efLkCatWrdKY9Ck6OjpT16Bdu3bMmzePo0eP8uDBA2xsbKhYsaLO8sbGxrx+/TrV9oiICMzMzNI8lpmZGZGRkam2v3r1ShmvrFKpsLKyIjAwkLNnzyo9tKpXr86JEyeoUaMGMTEx1KpVKzOnmS0ynNCePHmS3bt38+jRIxITE5XtiYmJXL9+XW5uhBDiE7Vv3z6KFi1KtWrVAOT7XgghRI56/PgxI0eOZM6cObRu3VrZHhISAiSPSY2NjWX48OEMHz5cY7nQa9euKWXU9PT0KFy4MJcvX2br1q0aMxObmZnx7NkzILmrcEREhNbuxpDcKh0dHc3NmzeVbsbPnz8nNDRU6carXls2Zffi+/fv4+/vr3MyK20sLCxo2rQpe/fu5d69e3Tv3j3N8qVKlSI6Oppbt24pY6Fv3LjBrVu3NFqztbGxsWH//v3KWFhIvhaXLl3iq6++ApKvYa1atQgODiYgIIAhQ4YA4OjoyMKFC/Hz88POzi7VOb5Ly2tGZeiuZN++ffTp04ft27cTEhJCYGAg169fJzg4mKCgIGUwtRBCiE9LUFAQHTt2pG7duhw7duxDV0cIIcR/QJUqVXB2dmbmzJns27ePe/fuceTIEWbNmoW9vT1OTk5YWVnRqVMnli9fzpYtW7h79y5+fn5MnDgRa2trWrZsqREzMTGRH3/8kW+//VajZdnJyYkdO3Zw48YNVq1ahZ6eHlWrVtVar8aNG5M3b148PDy4du0aly5dYsSIERqTHtnY2GBoaMiqVau4d+8ep06dYtCgQTRv3pwXL15w7do1YmNjM3QdunTpwt9//83du3dp1apVmmUbNWqEkZERP/30E9euXePs2bNMmDCBEiVKpHucXr168fr1a0aNGqWs4TtmzBhevHiBm5ubUs7Z2ZkTJ05w+/ZtpYX2yy+/RE9Pj61bt2qMn1UntidPnuTKlSs5mthmKKFdsWIF9evXJyAgAD8/P5KSkvD29iY4OJjRo0djamqqdR0lIYQQudft27dp1aoV0dHRFClSJM2uTkIIIUR2WrhwIc2bN2fGjBk0b96c6dOnU79+fZYsWaL0FJo8eTJubm4sW7ZMGS9boUIF1qxZk2qs5qZNm4iIiNBozYXkpNHBwYGuXbuyefNm5s2bp3PypiJFirBo0SKePHlCx44dGTZsGK1bt9aYyblEiRJMnz6ds2fP0qpVK+bPn8/kyZMZMGAAVlZWdO/ePd3ljtQcHR2xtLSkefPmGl2vtSlRogTz58/n/v37dOrUiWnTpjFs2DCKFi2a7jrx5cqVY9WqVTx79oxOnTrRpUsXnj59yurVqzVmsnZ2dubhw4eUKVNGmTnZwMCAatWq8eDBA6U1F5InnmrSpAne3t707dtXo4dvdtNLykC67ODgwKJFi5Q+0RUrVmT79u3Kzc3PP/9MXFwcP/74Y45V9GNy5swZHBwcPnQ1hBAix0RERFC7dm2uXr2KhYUFfn5+uS6hVXdNS29ZCSGE+FiFhITId9h/2Pnz5+ncuTM7duzI0G9wREQEefPmVSauSkxMpF69etSpU4cZM2bkdHU/mAy10CYmJmJgYKD8O1++fBqDpZs0acLBgwezv3ZCCCHeu9jYWL7++muuXr2KsbGxxgNMIYQQQuSs8PBwAgICGDFiBO3atctwMuvi4sLw4cMJCQnh1q1bzJw5k6dPnyprDX+qMpTQVqpUiU2bNhETEwNAyZIlOXz4sLL/yZMnmZ65SwghxMcnKSmJvn37cvToUQBWr16tdekCIYQQQuSMkSNHMmDAAGrUqJHhHrAWFhasXr2a6OhoevToQYcOHQgODmbRokXKWrafqgzNcty3b1/c3d2Jiopi+fLlNG3alMWLF/PgwQM+++wz9uzZg42NTU7XVQghRA77448/WLt2LQAeHh7pzqoohBBCiOy1evXqLL2uatWqrFmzJptr8/HLUELboEEDVq5cycOHD4HkBPfq1ascOXKEpKQkVCrVf2b8rBBCfMo6derEmTNnCA8P54cffvjQ1RFCCCGESFOGJoXSJTIyksTExEytqfQpkEmhhBCfusTExFy/3qxMCiWEyO1kUigh0pfhu5Xw8HC2bNmisc3Q0JBNmzbx/PnzbK+YEEKI9+PSpUvs2LFDY1tuT2aFEEII8d+QoTuWW7du0aZNG3755ReN7fHx8cybN4+2bdty7969HKmgEEKInPPw4UNatGhB+/btWbly5YeujhBCCCFEpmQooZ07dy6WlpasW7dOY7upqSkHDx6kcOHCqZJdIYQQH7fIyEhatWrFvXv3yJ8/vwylEEIIIUSuk6GENjg4mOHDh2tdA8na2hp3d3dOnTqV7ZUTQgiRM+Lj4+nSpQtnz57FwMCALVu2ULVq1Q9dLSGEEEKITMlQQvvmzRsMDAx07s+XLx/vMLeUEEKI9ygpKYnBgwezd+9eAJYuXUqzZs0+cK2EEEIIITIvQwltlSpVWL9+PQkJCan2RUVFsXjx4kyvQ5uUlMSqVauwsbFh3LhxqfYfPHiQtm3bYmNjg7OzMx4eHsTExGiUCQwMpGvXrtjZ2eHk5MS4ceOIiIjQKBMSEkKfPn2wt7enWrVqDBo0iAcPHmiUefjwIYMHD8bR0ZEqVarg5ubGtWvXMnU+QgiRW8yZM4dly5YBMH78eL777rsPXCMhhBBCiKzJUELr7u7OyZMnadSoEWPHjmXWrFlMnz6dwYMHU7duXS5cuMDQoUMzfNCIiAgGDBjAmjVrMDIySrX/9OnTDBkyBBcXF/bt28fPP//M/v37mTRpklImNDSUPn36UL58eXbs2MHChQu5dOkS7u7uSpnnz5/j5uaGkZERf/zxB97e3rx48YLevXsTGxsLQGxsLH369OHJkyd4e3uzadMmzM3N6dWrF+HhzmAEKQAAIABJREFU4Rk+JyGEyA0uXbrE2LFjAejatSseHh4fuEZCCCGEpnHjxqFSqdL8n6ura44d38fHB5VKxc2bN9Oso7Ozc6rtjx49YurUqTRq1AhbW1tq1qxJ9+7d2bJli0aPVk9PT1QqVaoGO7VRo0bRoEEDnce/f/8+KpWKjRs3ZuLMMi6n42enDCW0Dg4ObNiwgS+++IK9e/eyatUq1q5dy4kTJ6hatSpr1qzB0dExwwfdvXs3r1+/Ztu2bZiZmaXav2TJEuzt7Rk2bBjW1tbUq1eP0aNHs2PHDmU25d9++43ChQszdepUypQpg5OTE1OnTiUwMJDTp08DsH79et68ecPs2bP54osvsLOzY9asWdy9e5ddu3YBsHfvXkJDQ5k1axY2NjZUqlSJmTNnkpCQkGoSLCGEyO1sbGzw8vLCxcWF1atXy/I8QgghPjoTJkzgxIkTyv/s7e2pXLmyxjZPT88MxXJxccHf3z+Ha5zswoULtG3blpCQECZNmsS+ffvw8vLCwcGBqVOnMnjwYBmmmQMMM1rQzs4OLy8vILnlU19fnwIFCmTpoPXr16dbt25ax+XGxMQQFBTEkCFDNLbXrVsXgOPHj9OjRw9OnDhB/fr1NWJUq1YNMzMzjh8/Ts2aNZU/gJRJc/HixSlfvjzHjx+nQ4cO+Pr6Urp0aUqVKqWUMTExwdHRkePHj6eqhxBC5HZ9+/ald+/ekswKIYT4KJmZmWncvxsZGZGYmIiVlVWm4oSFhfHw4cPsrp5WMTExDB06lAoVKrB69WqlF2rJkiWxs7OjXLlyjB07liNHjtCwYcP3Uqf/igwntCkVLFjwnQ5asmRJnfvu3LlDQkIC1tbWGtstLCwwMzPj1q1bREVF8eTJk1Rl9PT0KFGiBKGhoUDy+rlNmzZNdQxra2uNMtrqY21tTUBAgM56hoSE6D5BIYT4iISHh3PgwAG6dOmCnp7eh67OexMdHQ3I97UQIvdSf49lVVhYWJZeZ2ZmhomJSao4BQsWxNjYGEieLf/Zs2fpxipatGiW6pARhw4dYsmSJfzzzz8YGBhgZ2fHsGHDsLe3x9/fn549ewLQs2dPSpQowZEjR4iPj8fT05Ndu3YRFhaGhYUFDg4OjBkzJs0cJT379u3j4cOHLFiwQOuQynbt2uHg4JAqf3lXMTExTJ48mb/++ovY2Fhq167NTz/9RKFChYDkeYu8vb3Ztm0bd+/exdTUlGbNmjFixAiN99jT05NNmzYRGRmJvb0933//vcZxYmNjmTdvHgcOHODp06eYm5tTp04dxo0b98654bvSmdA2bNiQZcuW8cUXX2ToKYKenh6HDh165wpFRkYCkD9//lT7TExMePXqVbpl1PujoqIyVEbbh9fExISoqCgSExOlFUMIkWu9efOGgQMHcu7cOW7dusX48eM/dJWEEEK8J1md9G/gwIEas9+r40yfPh1bW1sgOckdMGBAurF27tyZpTqkx9fXF3d3d7p168Yvv/xCfHw8/8fefYc3VXcBHP8mTfeEtkALLXuKsqdIQRAZsgRkDxFwUBDQMpQtCLI3CrIdyFaGKDLK8EWWiIDUFmRKN90r475/hF4JbSFASwucz/P0SXLube655ZLk5LfmzZtHv3792LFjBzVq1GDevHkMGzaMhQsXqsMjP//8c1asWMGcOXN4/vnniYqKYtKkSQwdOpQtW7Y8dD7Hjh3Dw8ODF154Icd9cruYBVi9ejVdu3blu+++U9/nP/74Y3Xyx6VLl7Jw4UI++OADWrRoQVhYGBMmTCA8PJxFixYBsHHjRhYtWqTuc+HCBT799FOL4yxZsoSdO3cyY8YMSpUqxY0bN5g0aRJBQUF8+eWXuX5eDyLHgtbX11f9dsHX1/exJfSkqFixYn6nIIQQ92QymejatSunT59Go9HQrl27Z+q1K7Nl9lk6ZyHE00V6mORs1apVlC9fngkTJqix2bNn06BBAzZt2sTw4cPV4ZHu7u4ULlwYgB49etC6dWvKlCkDgI+PD507d2bixInExsaq+z2oiIiIfKmZKlWqpH6xULp0afr168eCBQuIi4vD2dmZFStW0L59ewYMGACAv78/iYmJjBw5krCwMMqVK8eWLVuoWbMmgwYNAqBUqVLExsYyadIk9Tjnzp2jYsWKNGjQADD/3ZYvX058fPxjPuOscixo161bl+39vObm5gb811J7p8TERNzc3NQ+9dntk5SUpH774erqSnJycrb7ZB7nXvu4urpK66wQ4ok1atQoNm3aBJjf5F9//fV8zkgIIcTjtHz58of6vbsnbc18nju7lhYtWvShnz83nD17Nssa6i4uLpQpU4bz58/n+Hv29vb88MMP7N27l4iICPR6PQaDATDPE/SwBa1Go8FkMj3U7z6KGjVqWDyuWLEiJpOJf/75B0dHR5KSkmjYsKHFPplF6blz5yhXrhyhoaG0a9funs/brFkzJkyYwNChQ2nZsiX16tWjWLFiFCtWLA/O6sFYNYa2T58+TJ48mVKlSmW7/ZdffuHzzz9XPzg9Cn9/f3Q6HVevXrWIR0ZGkpKSQrly5XBycsLHxyfLPgaDgWvXrtG0aVMAypQpk2UfMI+bzVw3t0yZMvz+++9Z9rl8+TLlypV75PMRQoj8sGTJEmbNmgXAkCFDGDZsWD5nJIQQ4nHLrfGr2T2PTqfL0/Gx95OUlISLi0uWuLOzc7aNVZk+/PBDjhw5QlBQEHXq1MHR0ZGff/5Zfc98WL6+vvz+++8oimLVfBWZjWY5zXpsMpnQ6e5fqt39N3B0dAQgNTUVo9EIwNixYy1asjNFRUUB5iGYDg4OFtvuHrbZrVs3ihYtyjfffMOYMWPIyMigfv36fPzxx/leM1nV/Hjs2LEcB6UrikJoaCgXLlzIlYTs7OyoX78+wcHBFvH9+/ej1WoJCAgAzLMeHzlyRP1GBczr16ampqoFbUBAAL///rtFU/ilS5e4fPmyxT5Xr15VJ4kCiI+P5+TJk+o+QgjxJNmxYwdDhgwBoF27dsydO/eZmgxKCCHE08/V1fWePTqzk5SUxP79+3nzzTfp3bs3lSpVomTJkrnSslq/fn2SkpLU5UOzs3HjRnUircxJm3KaWOvmzZsUKVLkvsdNTU21eJxZszk7O6tdroOCgti2bZvFz88//0znzp0BcxGclpZm8TwJCQlZjtW0aVOWL1/O8ePHWbp0KdHR0QwaNCjflyK6Z0FbqVIlKleujEajoVOnTlSuXDnLT5UqVViwYAHly5e3+qBxcXFERUURFRWFyWQiLS1NfZyWlsbgwYP5888/mTt3LteuXSM4OJi5c+fSo0cPtVl74MCBxMfHM378eC5fvsyJEyeYPHkyTZs2VZvIu3XrhqurKyNHjiQ0NJRz584xatQoKleurHZRePXVV6lQoQKjRo3i3LlzhIWFMXLkSNzc3OjRo8fD/l2FECJfJCQk0Lt3b0wmE7Vr1+abb77Jdok0IYQQ4klWtWpVTp06ZRGLi4uz6ImZKbPg0uv1KIqCh4eHus1oNObKxFXNmzenRIkSTJ8+PdsW4t27dzN27FgOHz4MQMOGDbGxsWHbtm1Z9j1z5gynT5+2amLeEydOWDw+f/48NjY2lC5dmtKlS+Pm5sa///5LyZIl1R8fHx9MJpP6dyhTpgx//vmnxfPc+bc1mUz8/PPP6hJIdnZ2NGnShKFDh3Ljxg2rZrvOS/dsx968eTPHjx9n+vTpNGnSJMcpmYsUKULXrl2tPuiQIUMslsT58ccf+fHHHwGYNm0ar7/+OkuWLGHevHmsWLGCQoUK8cYbb1isCevn58eqVav47LPPaNeuHU5OTrz66quMHDlS3cfNzY21a9cydepUunTpgk6nIyAggDFjxqhN+DqdjhUrVjB16lT69OmDyWSiTp06rF27Nsv4ASGEKOjc3NzYvHkzI0aMYPv27dnO9C6EEEI86QYMGMCbb77J5MmT6dWrF8nJycyaNQtnZ2feeOMN4L+5eY4cOYKbmxuVK1emVKlSbNmyhYYNG2I0GpkzZw61atUiLCyMU6dOPXQ3ajs7O+bNm8eAAQPo2rUrgYGBVK1alcTERH788UdWrlxJ7969ad++PWAeZvn222+rsxE3b94cW1tbTp48yfz583n++eetaly7cOECK1asoHnz5oSGhrJ27VqaN2+unvuAAQNYsmQJfn5+vPjiiyQlJbFs2TJ+++03du/ejYeHB23btuXTTz9l5cqVNGvWjPPnz7N582b1GFqtVp3JeOTIkRQvXpzY2FjWr19PhQoV1Nbm/KJRrGgj7t27N5988kmOY2ifNSdPnqRWrVr5nYYQQuRIlhyTWY6FEE++kJAQeQ3DXIukp6ezYcMGi/jevXtZvHgxoaGh2NraUrt2bYKCgtSeo4qiMHToUA4cOICrqyuHDh3i3LlzTJw4kbCwMIoWLcqgQYNo3749ffv25ezZs0yePBlFURgzZgy7du2ibNmy2eY0evRoDh06xJEjRyziERERLF++nAMHDhAREYGbmxvly5enV69eNG/ePMvz7Ny5k3Xr1hESEoJer8ff359WrVoxcODALONa73T9+nWaNWvGlClTOHPmDLt370av19O4cWMmT55s0Qq9du1avvnmG65fv469vT3169dn+PDh6thXk8nEzJkz2bJlC6mpqVSrVo2RI0eqsz93796dqKgoPvvsM/73v/8RHx9PoUKFqFevHsOHD6d48eLW/UPmEasKWmFJClohREGSkZHB4sWLCQwMzHYx92eVFLRCiCedFLRC3F+OXY7vnNm4T58+930ijUbDmjVrcjU5IYQQ96YoCoMGDWLNmjX89NNP7Ny5U8bMCiFEAaIoCkpGBkpGOqb0dJT0NJQMPSZ9Bopeb952x32TXo+SkY6i12O4dg2koBXinnIsaK9fv45er1fvCyGEKHgmT56sfpn44osvSjErhBBWUoxGTCkpmFKSMaYkY0pKUu8rqamYUlMxpaeZb1NTMaWloqSlqfdNaea4kpaGKSMdJf2/gtV8+9/jRzJ0RO6csBBPqRwL2n379mV7XwghRMGwZs0aJk6cCMCbb77J2LFj8zchIYR4TBS9HmNCPMaEBAwJcRgTEtTHxiyP4zElJZmL1uQkTMnJGFNSUNJS73+gx8nGBo2tHRpbW7S2tmjs7DDc/7eEeObdf7VeYObMmXTr1g0/P7+8zkcIIYQV9u7dy4ABAwDzzIhffPGFrDUrhCiwFIMBU1qa2nppSk+73YJ5+zY1FWNigrkATYzHmJhoUZAaExIwJSX8V6Cm5l0xqrF3QOvkhNbBEa2DA1pHR7QOjmjuuG++dUCTuY+DIxp7e7T29uZbOwfLx/Z3PLa1Q2Nnh9bOfKuxtTXHsulhkzkXgBAiZ1YVtFu2bKFJkyZS0AohRAFw7tw5OnXqhMFgoGrVqmzatEkmgxJC5ApFUcxFZ3IyxmRzi2bmrfl+EqakZPNt8u0uukm3Wz3v3Cc5xdxF93YBi9GYt4nb2GDj7o6Nqzs2bm7YuLmju+Ox1tUNGydntM7O5mLV2dn8WI05Y3P7NrvCUghRcFlV0A4ePJjZs2czffp0WbpHCCHykaIo9OrVi/j4eHx8fNi1axfu7u75nZYQIp8pBgOGW7EYkxIxJSbeLjKTMCYlmmPJyebbpNvbkpKyFqC37+d58ZkNja0tWldXi4LUxs0NG9fbP253xF3d7tjH/KN1cpJeKkI8o6wqaI8ePUpGRgatWrXCx8eHQoUKZdsasH79+lxPUAghxH80Gg3r16/njTfeYPXq1dJzRoinnKIoGOPj0EeEm38iw9GH376N+O/HEB0FJlOe5aGxs1NbM22cXdA6u2Dj4mLx+L/7t28dHc3dd7N0u71963D71s4ejc6qj6RCCJGFVa8e58+fB8DHxweAW7du5V1GQggh7qlixYr8/vvvaLXa/E5FCPEQTBkZGGJjMMREZ729674+MvKhZ8nVurhg4+J6R/GZ+djZfOviYlmAOjub91Hv31Gs2tnl8l9BCCFyh1UFrcxyLIQQ+UdRFJYsWULPnj3x8PAAkGJWiALImJRkbjmNjMAQGYH+jh/1cXQUpsSEhzuAToetd1FsixbFtqgPtkWKYlvs9m1RH3Te3uYuuC6u5i648johhHgGPFD/josXL1K2bFn1scFg4Ny5c1SrVi3XExNCCGE2e/ZsgoKCWLJkCcHBwXh5eeV3SkI8NRSj0TyLbny8utzLneuOmlJTbq85mmZem/T22qOZa5QaE+LRR0RgiIrAlJLy4AnodOgKFUbn6WX+Kez5321hT3PxWqQYtsV80BX2lCJVCCHuYlVBm5iYSGBgICEhIRw9elSNp6am0rVrV1588UUWLFiAs7NzniUqhBDPoo0bNxIUFATA888/T+HChfM5IyEKLkWvxxAbgz46CkNUpPk2Jhpj3C2M8fHm9Urj4m4XsHEY4uMfvrX0PnSeXuiKFDW3nha5XZQWKYLOy9uieLVxc5ciVYhsjB49mq1bt+a4fdy4cfTq1esxZvSf3r17k56ezoYNGyziFy9eZNmyZRw9epSYmBg8PDyoUKEC3bp1o0WLFup+o0eP5tChQxw5ciTb5+/evTs6nY5169Zlu/23336jT58+LF++nMaNG+feiT2m589tVhW08+fP58KFCwQGBlrEnZ2dmTp1KrNmzWLBggWMGTMmT5IUQohn0a+//krv3r0BaNSoEatXr5auxuKZY0pPM48njb49pjQmynw/OspcsEZHYYiORB8djfFW7KMfUKv9bw3SO9Yc1dxea1Tr6GS5Fqmzs1qw6ooUMReuXt5oZCktIR5Z4cKF+eGHH7Ld5uLi8pizubf9+/fz/vvv8+KLLzJ9+nT8/f2JiIhg27ZtDBkyhL59+/LRRx/ld5pPJavH0I4aNYrXX3/dIq7VaunUqRMajYZZs2ZJQSuEELkkLCyM9u3bk56eTvny5dm2bRsODg75nZYQucaYmEjG9aukX7uK/uYNDDF3TIoUE40+JhpDTBSmpKSHen6NrS06T290Xl7oChU2jy11d8fG3QOduwc27h7mx26ZMXds3AuhdXaW5V+EKCC0Wi3e3t75ncZ9RUVF8eGHH/LKK68we/ZsNV68eHFq1qxJkSJFWLx4MR07dqRy5cr5mOnTyaqCNiYmhuLFi+e4vWTJkiQ95BuOEEIISzExMbRu3Zro6Gi8vLz48ccf8fT0zO+0hHggpvQ0Mm5cJ+PaVTKuXyXj2lXSb99mXL+GMe7BV0zQ2NmZi1RPT2y9vNF5m7vw2np6o/P2Nt/3Mt/auHtIYSqeeXFxcYC5NVN3e2kkRVGIj4/PEjeZTCQkmLvgu7q6YmNjc8+40WgkMTERADc3N7UH0Z1xd3f3PP9/2Lt3bwoVKkSpUqVYt24dH330EV26dCEyMpIZM2Zw6tQpoqOjKVmyJG+//Tavvfaa+rsZGRksXryYn3/+mRs3buDp6UmHDh0YPHiw+nexxoYNG0hNTWXkyJHZbh80aBBdunShaNGij3y+d0pISGDYsGEEBwej1Wpp3rw5EydOxNHREbDu/DIyMpg2bRo7d+5Er9fTqFEjWrdubXGc+Ph4ZsyYwcGDB7l16xaenp688sorfPjhhwXiy3ar/qXKlCnDgQMHqFevXrbbv//+e0qWLJmriQkhxLNq+PDhhIaG4uDgwA8//GAxGZ8QBY3hVixpYX+TFvq3+Tbsb9IvhqGPuAmKct/f1zo6Ylu8hLkozRxbmvnj5Y3tHY+1Li5SpArxAObPnw9A3759KVWqFGCe1DUzPmDAALXRKi0tTY2/8847avGVmJioxocMGaLO5RAXF8eiRYsAGDFiBK6uroC5tfKLL74AYNSoUY+l4Llw4QJ2dnZs2bIFb29vMjIy6NevHxkZGXzyySf4+vqyc+dOPvjgAxwcHGjevDkAkyZNYseOHYwbN466dety+vRpJk2aREpKygP1PD127BiVKlXKsWC1s7PL9WIWzP++/fv3Z9iwYZw+fZpx48bh4uLCuHHjAOvOb/HixWzcuJEJEyZQp04djh8/zpw5cyyOM2XKFC5cuMCCBQsoVqwYoaGhjB8/Hr1ez6RJk3L9vB6UVQVtz549GTt2LJGRkTRs2BAvLy/0ej03b95kz549HD9+vECcjBBCPA3mzJnD5cuXef/992nQoEF+pyMEiqJgiIk2F6u3i9a0v0NIC/sbQ0z0vX9Zp8POtzh2Jfyx9yuJnZ8/diX8b9/6ofP0kiJVCPFI/v33XzZv3qwW1bt27eLixYusXbtWbZALDAzkxIkTfP755zRv3pyIiAi2bNnCe++9R+fOnQHw9/fn+vXrLFmyhMDAQPX57iciIoJy5crlzcndQ+PGjenevTsApUqV4sSJE/zwww9q3WbN+W3dupWWLVvSpUsX9XkuX77Ml19+qR7n3Llz1KlThxo1agDg4+PD2rVrMZlMj/mMs2dVQdu5c2eSkpJYsmQJO3fuVN94FEXB2dmZoKAg3njjjTxNtKCJi4srEN03DAaD2t37zrheryc5ORlAXbfyXvGMjAxSUlLQaDS4u7tniWu1Wtzc3NR4eno6qampWeJpaWmkpaVhY2Nj8SKQUzw1NZX09HR0Op3F4P7MuK2trcXs2SkpKWRkZGSJJycno9frsbOzw8nJ6b7xpKQkDAYD9vb2areMO+MODg4W3ygmJiZiNBqzxBMSEjCZTDg6OmJvb3/feHx8PIqi4OTkhN0di9Rnxp2dnbG9YyKRzK5Cd8ZzutYe5RrM6Vq7M57Ttfaw12BO19rd8ZyutYe9BnO61u6O53StPew1mNO1dnc8MTERnU7H7t27LZ7nYa/BnK61u+PZXWs5xa25BnPr9e5Br8E7rzWDwUBaWhpxcXEP9Hr3oNdgbr3ePeg1mFuvd3fHExISSL1xDS6GYrxwntSzZ0g99yeJqakoWhtsM9Kw1ev/y9/JGUWjxalwIVxLl8WhfEUcylUg3bsoOh8f3P1LYX9HPpnXoK2TE7YPcA3Ke6685z6L77mPOqTv/fffV3PMpNPpso07ODio8TuvG1dX12zjHh4eavzO68Pb21uN3/nv8TBiYmLUIupuK1euVLeVLFnSIrc//vgDW1tb6tSpY/E7DRo0YOHChSiKwtmzZzGZTDRs2DDLPvPnzyckJITatWtbladGo8mX4u7uv03FihXZuHEjUVFRVp1fhQoViIiIyDKu9+7nbdasGV9++SUZGRk0a9aMevXq4e/vnzcn9RCs7hzer18/evbsydmzZ4mMjESr1VKsWDEqVqxo8SLxrJg/f36B6L5x8+ZNVq5cCcDYsWPVF85r166xbt06NBoN48ePV/O+dOkS69evx87OzqIrRWhoKJs2bcLJyUldIgTg/PnzfP/997i7uzNs2DA1fubMGXbt2oWXlxeDBw9W46dOnWLPnj34+PgwaNAgNf7bb79x4MAB/P39efPNN9X4r7/+yuHDhylTpow6mytAcHAwv/32GxUrVqRbt25qfO/evZw6dYqqVavSqVMnNf7zzz9z5swZqlevTvv27dX4zp07+euvv6hTp47FeIDvv/+esLAwGjZsyCuvvKLGN23axJUrVwgICKBJkyZqfP369fz77780b96cF198UY1//fXXREZG0rJlS4su+atXr+bWrVu0bduWmjVrqvEvv/ySpKQkXn/9dZ5//nk1vnTpUtLT0+natSuVKlVS4wsXLsRkMtGrVy+126miKOq1069fP7W7f0ZGhhofOHAgvr6+gPmDSmb8vffeUydXSEhIUOPvv/+++mErNjaWJUuWAPDhhx+qb1KRkZEsX74cME83n/kmdePGDVavXg2Yp9DP/IB39epVvvrqK7Rardr1BcxT2n/33XfY29szevRoNR4SEsKWLVtwcXHhgw8+UOPnzp1j+/btFCpUiKFDh6rx06dPs3v3booUKcK7776rxk+ePMkvv/yCr68vAwcOVONHjx4lODiYkiVL0q9fPzV++PBhfv31V8qVK0fPnj3V+IEDBzh+/DiVK1e2+MJuz549nD59mhdeeIGOHTuq8d27d3P27Flq1qxJ27Zt1fj27dsJCQmhXr16tGzZUo1v3bqVS5cu0ahRI5o1a8a3335LvXr1CA4O5urVqzRp0oSAgAB1/2+//ZabN2/yyiuvWLw5rVu3jujoaFq3bm3xxr1y5Uri4+Np37491atXV+PLli0jJSWFzp0789xzz6nxpUuXkpGRQbdu3ahYsaIaX7BgAYqi0Lt3b8qUKQOYP5hlXjv9+/fHz88PMH/ozoy//fbbFCtWDDB/yM2MBwYGquOB4+PjWbhwIQDDhg1TP9hHR0fz+eefAxAUFKR+MI6IiFC/Mf7oo4/UD5zXr19nzZo1AEyYMEHNPTIykoMHD6LT6fj444/VeFhYGBs3bsTR0dFivNNff/3Ftm3bcHNzY/jw4Wr87Nmz7Nixg8KFCzNkyBA1/vvvv/PTTz9RtGhR3nnnHTV+/Phx9u3bR4kSJXjrrbfU+P/+9z8OHTpE6dKl6dOnjxo/ePAgR48epUKFCuo37WCeMfPEiRNUqVJF/eYczK93f/zxB9WqVaNDhw5qfNeuXZw/f57atWvTpk0bNb59+3b+/vtv6tevz6uvvqrGt2zZwj///EPDai9Qx86GlHN/knr2DLs8ihBb2IvKp36jwtlT6v5HX+tCQmEvqoWe4wUHOxzKVcChfEW++ucat5KTee211yhbq5a6/9y5c0k4eJgOHTpYrFf/xRdfkJqaSpcuXahSpYoaX7x4MQaDgR49elC+fHk1XpC6TMp7rpm85z7e99xad/y/elB3fpGSSaPRZBvXarUPFLexsXmg+MPw8PDgu+++y3Zb5nsMkGXp0KSkJPR6fZa/ncFgQK/Xc+vWLfXLgv79+1usIKDcHioRFRVldZ6+vr5cu3bN6v21Wq16nOyYTCaplEJFAAAgAElEQVSrxvDe3YKc+YVRamqqVeeX+dp5d7fwu/+eI0aMoGzZsmzevFl9bWratCljx47Nk67UD8r60c6Ara1tjt+SCCGEeDg7d+6kV69eeHp6WnwYFiI3KenpJJ88TtrFUNLC/iYlPhmcXIhet5LLp4//t1/L21/U2OpwqlEbp6ov4Fj1eeyvR0B8PMUCR1Cmfn11f83ChXC7FVIIIXKTjY3NQ83T4+bmhoODA9u2bctxe+aXqLNmzaJChQpZ9nmQyRjr1avHnDlzuHLlSrb5KorCN998Q/v27XFxccHT05OEhAT0er1FL4FMN2/etGrIUUpKSraPnZ2drTo/g8EAmL8MvFNmb4JMGo2GDh060KFDB5KTkwkODmbmzJmMGDGCr7/++r555jWNcq+vB0S2Tp48SdmyZaX7k3R/eia7P4F0Oc7NLscXLlygefPmJCcnU6tWLXbu3Im9vX2uXYPPcpfjc+fOkZaWRtmyZZ+ZLscZ6elo4mLRXr9G+sUw0i6GcuvyJVKvXUUTGYFdRvp/eTo4YrLRodOn42Bjg2PlqjhWfQGlYhVsy1fEvWIlHO/IJ/MazK3Xuwe9BuU9V95zn8X33IsXLz5SC+2TbPTo0Rw6dIgjR47cc7/evXuTnp7Ohg0b1NhPP/3E0KFD2b59u0UxFx4ejpOTE25ubkRHR9O4cWM++ugjevXqpe6TlJREQkKC2upuzTFjY2N59dVXeeGFF/jiiy+ytK6uWLGCmTNnsm7dOurUqcNvv/1Gnz59+Oyzzyx62oC5x9f777/PwoULadGiRbbHz/z9Xr16WfSCGz16NAcOHODo0aNWn1+DBg2oV68e8+bNU/eZNm0aq1evZvny5dSpU4d9+/bx0ksvWbz+rF69mjlz5nDmzJkc/06PixS0D+HkyZPP7IuLECL3XL16lXr16hEeHk7JkiU5evSoRRcq8WhCQkIALLpQPw2MKcnob1w3L4lz4xoZ180/6Vcuk34pFFNq6j1/37ZoMezLlsehfMXbra8v4FC2PJrbH7yFEAVHSEjIU/caZq1HKWgzMjLo1KkTWq2W0aNH4+/vT0hICJ988gn169dn2rRpAIwfP56ffvqJsWPHUr16daKjo5kzZw6RkZHs2LEj29bTnI4ZHBzMkCFDeO6553jnnXcoV64cMTExbNq0iQ0bNhAUFGQxDGXkyJHs27ePYcOG0aBBA0wmE0eOHGHRokXUrVuXxYsX5zhhXmZBW7JkSQYNGkTdunU5fvw4EyZMoHfv3owaNcrq8/v000/55ptv+OSTT6hZsya//fYbK1as4PLlyyxfvpwGDRrQvHlzKlWqxODBg/H29ubmzZtMmTIFLy8vli1bZt0/aB56oC7HQgghckd8fDytW7cmPDwcd3d3du7cKcWsAEAxGs0F6qWw/wrWOwpXQ2zM/Z/Exgb7kqVxKFse+7Ll/rstUx4bK2ftFEKIJ5WdnR2rVq1i5syZDB8+nMTERIoUKUK7du0sxqGPHz8eLy8v5s6dS0REBC4uLgQEBDBz5swci9mcBAQE8P3337Ns2TLGjx9PTEwMhQsXpkqVKmrL7J2mT5/Ot99+y6ZNm5gxYwZgXip1yJAh9OrVy6rZ30ePHs22bduYOnUqWq2WDh06WMwBYc35jRgxgsTERKZMmYLJZKJBgwaMGzdOLb5tbW1ZvXo1M2bMYODAgSQnJ+Pt7U3jxo0tjpWfpIX2IUgLrRDiUWRkZNC6dWv27t2Lra0tu3fv5uWXX87vtJ46Bb2F1pSeRvo/l8xL4FwMVbsIp1+6iHJH1+CcaGxtsfUtgV0JP+yK+2Hv568Wr3b+pdA+gxM2CvG0eZZbaIWw1kO10MbExHDjxg0URcHX11edwU0IIcT9zZ8/n7179wLmWTilmH26KUYjaWF/k3r2DGmhIbcnZQol4/pVuMcyDxpbW+yK+6kFq10Jy/s67yJo7pi5UgghhHgWPVBBe+PGDUaOHMmpU6fUKZ81Gg3Vq1dn+vTpDzULmRBCPGuGDh3KH3/8QYUKFSyWbxFPPkVRyLhymZQzp0n58zQpf/5B6rkzmO6aifJOWheX212Cy+NQrjwOZSuYW1n9/NFYsWyDEEII8Sx7oC7HgwcPxtnZmXfffRd/f39MJhNhYWHMmDGDjIyMAjFt8+MgXY6FEI/qzi8FRd7I6y7HiqKgv/mvWrimnDlN6p9/YEyIz3Z/G49COFasjH258jiULY9DuQrYly2PbdFich0IIbIlXY6FuL8cv/rdt29flm5woaGhfPnll/j7+wPmtaEqV67MO++8w7vvvpu3mQohxBPswIED6HQ6GjVqBEgh+6QyJMST9OshEoL3k3hwP/rwf7PdT+vigtNzL+D4fDWcXqiO0wvVsSvhL//uQgghRC7LsaAdNmwYTZo0Ydy4ceoYWT8/PzZs2MCQIUPUdb4SExPZsmULJUqUeDwZCyHEE+b8+fN06NCBtLQ0Nm/eTJs2bfI7JWElxWQi9fxZEoL3kXhwP8m/nwCj0WIfjb0DjlWq4pRZvD5fDfsy5WR8qxBCCPEY5FjQbtu2jYkTJ9KqVStGjBhBjx49GDFiBIGBgaxduxZPT0+MRiOxsbEUKlSIuXPnPs68hRDiiRAeHk6rVq2Ij4/Hx8eH559/Pr9TEvdhiI0h8XCwuYg9dABDTLTFdo2dHc516uPWuCkuDRrhWKESmgdc3kEIIYQQuSPHgrZMmTKsXbuWrVu3MmPGDL7//ns++eQTfvnlF06fPk14eDiKolCsWDGqV6+OTiauEEIIC0lJSbz22mtcvXoVZ2dnduzYoQ7ZEAVL2qUw4nZtJ2Hfz6ScOQ13TS9h518St4CXcW3cFJf6L2Lj5JxPmQohhBDiTvetQjt27EjTpk2ZMWMGnTp14s0332Tw4MEyKZIQQtyD0Wike/funDx5Eq1Wy4YNG6hZs2Z+pyXukHYxlLhd24n7cTtpIX9ZbNM4OOJavyGujZviFtAM+1Kl8ylLIYQQQtyLVc2qHh4efPrpp7z++utMmDCBH3/8kUmTJtGwYcO8zk8IIZ44iqLw/vvvs2PHDgAWL15M69at8zkrAZAW9jdxP24nbtd20v6+YLHNtpgv7i3b4N60Oc516qG1d8inLIUQQghhrQfqJ1y7dm22bdvG8uXLeffdd2nRogVjxoyhcOHCeZWfEEI8cX766ScWL14MQFBQEO+8804+Z/RsSwsN+a+IDQ2x2GbrUxyPVq/h0aotTtVrykROQgghxBMmx3Vok5KSWLx4Mfv27VPHyxYpUoTGjRszePBgkpOTmThxIufOnWPkyJF06tTpceeeb2QdWiHEvSiKwpQpUzh79izffvstWimSHitFUUg99yeX1n+F8chBlKuXLbbb+mYWse1wqlZDilghRIEl69AKcX85FrSDBw8mLCyMvn37UrJkSbRaLTdu3GDDhg2kpKSoXem2b9/OZ599RunSpVm3bt1jTT6/SEErhLCGyWSSYvYxUYxGkk/8RtzPPxK/50f0N65bbLctXgKPlq/h0fp2ESvrwQohngBS0Apxfzl2OT569CgLFy7MMk62WbNmNGzYkBs3blC8eHHatm1LQEAAs2fPzvNkhRCioLp48SLHjx+nW7duakyK2bxlSk8j8chB4n/+kfi9P2GMjbXYrvEtgU2DRpTu2QenF6SIFUIIIZ5GORa0np6eHD9+PEtBe+zYMTQaDR4eHmrMzc2NSZMm5V2WQghRgMXExNCqVStCQ0MJDw9n2LBh+Z3SU8uYmEDC/r3E79lFQvA+TMnJFtsdn3sB9xatcG/Riism0Gg0OEvrhhBCCPHUyrGgHTZsGGPGjGHjxo34+/uj1WoJDw8nPDyc4cOH4+wsa/AJIURaWhrt27cnNDQUe3t76tatm98pPVUUk4nUc3+SeDiYhEP7ST55HAyG/3bQanGuUw+PV1rj3qIldsX91E2akJBsnlEIIYQQT5McC9rWrVtTt25djhw5Qnh4OABeXl7Ur1+f4sWLP7YEhRCioDKZTPTr148jR44A8NVXX8lyZrlAHxVJ4qED5p/DwRhiYyy2a+zscW3U2NwS+3ILdJ5e+ZSpEEIIIfLbPZft8fLyon379tlui4mJwd7eHhcXlzxJTAghCrqPPvqI7777DoCZM2fSuXPnfM7oyWRKTyf55HESD+0n4dAB0v46l2UfO/+SuL7UBLeXmuLSoBE28t4jhBBCCO5R0G7atInmzZtbjJUF+Pnnn5k+fTo3b94EoFKlSgQFBUmrhBDimfLFF1/w2WefAfDee+/xwQcf5HNGT5b061dJDN5HwoG9JP3vMKbUVIvtWmdnXOq/qBax9qVK51OmQgghhCjIcixox40bR+XKlS0K2l27djFixAh8fX3p0qUL6enpHDlyhEGDBvHVV19RvXr1x5K0EELkp8uXLxMYGAhAmzZtmD9/vsygex+mjAySTx4j4cBeEoP3khb6d5Z9HJ97AdfGTXB7qQlONWqjtbPLh0yFEEII8STJsaDNbnnaFStWUKNGDVatWoWDgwMASUlJ9O3blyVLlrBs2bK8y1QIIQqIUqVKsW7dOhYsWMD69evR6e45euOZpY8IJ+HgPhL27yXxSDCmpCSL7TaFCuPWuCmuAS/j+mJjbL288ylTIYQQQjypHuhTWFhYGLNnz1aLWQAXFxcGDBjAxIkTczs3IYQosLp168Ybb7wha83eQTEaSTl9ioQDe0kI3kvquT+z7OP43Au4NWmGW9PmOL1QHY2NTT5kKoQQQoinxQMVtK6urnh7Z/0G3cvLi+S71gIUQoinSXx8POvWrWPw4MFq92IpZkEfHUXiwf3mrsSHgzHGx1ls17q44vpSgLmIbfwytkWK5lOmQgghhHga3bOgvXtMWM2aNTl16hTVqlWziP/+++8UKVIk97MTQogCQK/X06VLF/bs2cPvv//OihUr8julfKMYjaT88TsJwXtJOLCX1LNnsuzjUL4Cbk2a49qkGS616qKxtc2HTIUQQgjxLLhnQbtw4UKLSaFiY2NZtmwZ3bt3x8HBAZPJxPr161m6dCl9+vTJ82SFEOJxUxSFd955hz179gDQuHHjfM7o8dNHR5F46AAJwftIPHQAY9wti+1aJydcGjbGLeBl3Jq8jJ1viXzKVAghhBDPmhwLWl9fX0JCQrLEHR0dSU1NVcfRTp06lerVqzNo0KC8y1IIIfLJ1KlTWblyJQATJkygb9+++ZzR45P61znCF88lfvdOuGuiQPty5c0FbEBznGvXRWtvn09ZCiGEEOJZlmNBu2/fvvv+slarZeXKldSuXRsbmdhDCPGU+eqrrxg3bhwAffr0YcKECfmc0eOR8ucfhC+aS8Ivu9WY1tERl4Yv4RbwMq4BL2Nfwj8fMxRCCCGEMHvktSbq1auXG3kIIUSBcuDAAfr37w/Ayy+/zPLly5/6tWaTT58iYtEcEvb/osbsy5Wn6HvD8GjZBq29wz1+WwghhBDi8ZPFE4UQ4i5paWn06NEDvV5PlSpV2Lx5M3Z2dvmdVp5JOnGMiEVzSTy0X405VKxMscDhuLd8DY3M5iyEEEKIAkoKWiGEuIuDgwObN2/m7bffZvv27RaT4z1Nkn77lfCFc0j632E15vjc8xQdPBz3V1pKISuEEEKIAk8KWiGEyEaDBg04ffr0U7nWbOKRQ4Qvmk3ysaNqzOmF6hQdMgK3pq889V2rhRBCCPH0kIJWCCEAo9HIggULePfdd9VZ3J+2YjYtNIQbn04k8eB/XYudatSm2NAPcH2piRSyQgghhHjiSEErhBDAiBEjWLBgAVu2bOGXX37B/ilahsZwK5bwBbOJ/no1GI0AONepT7EhH+DSsJEUskIIIYR4YllV0I4ZM+a++2g0GpydnalSpQotW7bE0dHxkZMTQojHYd68eSxYsACA+vXrPzXFrKLXE/31GsIXzMIYHweAXcnSFP9oIm7NWkghK4QQQognnlUF7c6dO9Hr9SiKYtWTLlq0iK+++gofH59HSk4IIfLa1q1bGTFiBACdO3fms88+y+eMckfCgb3c+HQi6RdDAdC6uFJsyAi8+ryF9imesVkIIYQQzxarCtrg4GACAwMpV64cnTp1onTp0mg0Gq5cucKWLVu4cuUKs2bNwmQyERwczPTp05k1axazZ8/O6/yFEOKh/fbbb/To0QNFUWjQoAFr16594sfNZhknq9Xi2a0XPsNGovP0yt/khBBCCCFymVUF7ZQpU6hVq5baipHpueee47nnnmPu3LnMmzePiRMn0rFjR/R6PXPnzs2ThIUQIjdcunSJtm3bkpaWRtmyZfn++++f6KEShluxhM+fRfQ3a9Rxsi4NX6L42Mk4Vqycz9kJIYQQQuQNq5oigoODefHFF3Pc3rBhQ/bs2aM+LlOmDMnJyY+enRBC5JH+/fsTFRVF4cKF2bVrF97e3vmd0kNRjEai1nzJX80aEr1uJRiN2JUsTekv1lB27QYpZoUQQgjxVLOqoNVoNPz11185br948SIpKSnq4xMnTlC0aNFHz04IIfLI6tWrqVGjBj/88AMVKlTI73QeSupf5wjt3IYbk8dijI9D6+qG70cTqbQ7GPfmr8qkT0IIIYR46lnV5bhx48bMmTOHqKgoXnzxRby9vdFqtURHR3Ps2DFWrVpFrVq1AFi6dCmLFy/mrbfeytPEhRDiUZQqVYoTJ048kWNmTWmphC+cQ+SXS8FgAMCzay98Phgt42SFEEII8UyxqqAdO3YskZGRrFixgpUrV1psUxSF8uXLM3HiRACio6Np06YNgwcPzvVkhRDiUSxbtoyOHTuq3YufxGI28dfDXBsbRMaVfwCwL1sev6kzcalTP58zE0IIIYR4/DSKtWvxABcuXCAkJITY2FjS09Nxd3encuXKVKtWTe3aZjKZnsgPiQ/i5MmTaou0EOLJsGzZMt5++23KlCnDwYMHKV68eH6n9EAMt2L5d/pkYjetB0Bja0uRd4ZQ9N330T4l6+bmtpCQEAAqVqyYz5kIIcTDCQkJkdcwIe7DqhbaTJUqVaJSpUr33OdpL2aFEE+e3bt389577wHm17EnaYy/oijEbd/GjU/GYoiNAcC5Zh1KTJ2JY4V7vx4LIYQQQjztrC5oz58/z9GjR4mPjye7Rl2NRsPw4cNzNTkhhHhUf/zxB126dMFoNFKjRg2+++47dLoH+i4v32TcuMa1caNIDN4HgNbFBd+gj/Hs0ReNfHkohBBCCGFdQbtt2zbGjBmTbSGbSQpaIURBc/36ddq0aUNSUhJ+fn7s2LEDFxeX/E7rvhSjkai1KwifMx3T7Rnk3Zq3pMTET7Hz8c3n7IQQQgghCg6rCtrPP/+cypUrM3z4cPz8/LC1tc3rvIQQ4pEkJCTQpk0bbty4gZubG7t27cLXt2AXg4rBQNyuH4hYMp+0UPP4T513EUpM/BT3V9vIMjxCCCGEEHexqqC9efMmixcvplGjRnmdjxBC5IqPP/6YM2fOoNPp2Lx5M1WrVs3vlHJkysjg1taNRHy+kIyrl9W4Z7fe+Iwai87NPf+SE0IIIYQowKwqaIsXL47RaMzrXIQQItdMmTKFkJAQunfvTvPmzfM7nWyZ0lKJ+e5rIpcvRX/zhjmo0eDR6jWKvPs+TlUKbhEuhBBCCFEQWFXQDhw4kJUrV9KgQQPs7OzyOichhHhk7u7u7N69u0DOvG5MSiL669VErfgcQ0y0OWhjQ6H2nSj6zhAcypbP1/yEEEIIIZ4UVhW0iYmJGAwGmjVrRqNGjfDy8soylksmhRJC5LetW7dSsWJFqlSpAhS8ZcQMcbeIWvMl0WtWYIyPA0BjZ0fhzt0oMmgw9n4l8zlDIYQQQogni1UF7aeffqre37p1a7b7SEErhMhPwcHBdOvWDUdHR/bs2UOdOnXyOyWVPjqKqBWfE/31akzJyQBoHR3x7N6HIgPexbZosfxNUAghhBDiCWVVQbt37968zkMIIR7ahQsX6NixIxkZGZQtW5Zy5crld0oA6KMiiVy2mOhv1qKkpQKgdXHFu89bePcbgM7TK58zFEIIIYR4slk9KZQQQhREERERtGrVilu3blG0aFF27dpFoUKF8jUnfUQ4EV8sImb9VyjpaQDYFCqM95uD8Or9psxaLIQQQgiRS3IsaLdt20bTpk1xd3dn27ZtVj1Zhw4dci0xIYS4n5SUFNq1a8fly5dxcnJix44dlCpVKt/yybj5L5FfLCLmu69RMtIBsClcmCID3sWr55vYuLjkW25CCCGEEE+jHAva0aNHs3nzZtzd3Rk9ejQajQZFUXJ8Io1GIwWtEOKxMRqN9OzZk2PHjqHValm/fj21a9fOl1wy/r1OxOcLid34LUpGBgA6Ty+KDHwPz559sXFyzpe8hBBCCCGedjkWtGvXrqV06dLqfSGEKEhWrFih9h6ZP38+bdu2few5pF+/SuTShcRuXo+i1wOg8y5CkUGD8ereG62j02PPSQghhBDiWZJjQVu3bt1s7wshREHQv39/Tp06hbOzM4GBgY/12PqoSMLnziBm83owGADQFSlK0UGBeHbvhdbB8bHmI4QQQgjxrLJqUiiAmJgYzpw5Q0JCQo5dj6XLsRDicdHpdCxduvSeQyFym2IwEP31am7O+QxTUiIAtsV8KPJ2IJ5de6K1d3hsuQghhBBCCCsL2l9++YURI0ag1+tz/PAoY2iFEHnt2LFjxMXF0aJFC8D8uqPRaB7LsZN/P8n18aNIPX8WABuPQhQbFoTnGz3R2ts/lhyEEEIIIYQlqwraWbNm4efnR//+/fHx8UGns7phVwghcsU///xD27ZtiY2N5euvv+aNN954LMc1xMbw78ypxG74Ro15du2FT9BH6AoVfiw5CCGEEEKI7FlVmUZERLBw4UIaNWqU1/kIIUQWsbGxtGrVisjISAoXLkz16tXz/JiKyUTshm/4d+ZUjHG3AHB87nlKTJqOc41aeX58IYQQQghxf1YVtBUqVCA1NTWvcxFCiCzS09N5/fXXCQkJwc7Ojm3btlGhQoU8PWbK2TNcnzCalNOnANC6uuEzYhRePfuhsbHJ02MLIYQQQgjrWVXQjhw5kk8++QQvLy9q1KiR1zkJIQQAiqLQv39/goODAVizZg0vvfRSnh3PkBBP+JzpRH+9BkwmAAp16IzvmAnYennn2XGFEEIIIcTDsaqgLV++PP7+/vTo0QMHBwcKFSqUZSIWjUbDL7/8kidJCiGeTePGjeObb8xjV6dNm0a3bt3y5DimjAxufb+JmzM/xRATDYBD+YqUmDwdl7oN8uSYQgghhBDi0VlV0I4aNYr9+/fj4+NDsWLFZFIoIUSe+9///sfUqVMBGDRoEKNGjcr1YxhiY4j+dh3RX63CEBkBgNbZmWJDP8S77wA0tra5fkwhhBBCCJF7rKpMjx49SmBgIIGBgXmdjxBCANCgQQPmzp3Lnj17WLx4ca4uz5MWGkLU6i+J3boRJT3NHLSxodBrHfAJ+hg7H99cO5YQQgghhMg7VhW0zs7O1K1bN69zEUIIC8OGDWPo0KFotdpHfi5FUUg8dIColctIPLRfjWtd3fDq1guvPv2x8y3xyMcRQgghhBCPj1UFbadOnfjpp5+kqBVC5KkbN26wZ88e+vXrp8YetZg1paVya9tmolYvIy30bzVuV7I03v0GULhTN2ycnR/pGEIIIYQQIn9YVdBWrVqVVatW0bNnTxo2bIinp2e23f+6du2a6wkKIZ4NCQkJtGnThj/++IMrV64wYcKER3o+fVQk0etWEf3tGoyxsWrcpV5DvPu/jdvLr6DJhZZfIYQQQgiRf6wqaIcMGaLeP3nyZLb7aDQaKWiFEA9Fr9fzxhtv8Mcff2BjY0ODBg8/s3DKuT+JWrWMuB3bUPR6ADS2tni07Yj3m4NwqlI1t9IWQgghhBD5zKqCdu3atXmdR44URWHVqlXMmTOH1157jenTp1ts37NnD4sWLeLixYu4u7vTqlUrgoKCsLe3V/c5fvw4s2fP5vz58zg6OtK0aVNGjx6Nh4eHuk9ISAgzZszg1KlTaDQaGjRowEcffUTx4sUf27kK8SxSFIXBgwfz008/AbBs2TJatGjxYM9hNBK/92eiVn1B8rGjatymcGG8evTFq9eb2HoXydW8hRBCCCFE/rOqoM2vsbNxcXGMHj2av/76C9tsls84evQoQ4cO5e2332bRokVcunSJsWPHkpCQwIwZMwC4dOkSb731Fu3atWPatGlERkbyySefEBgYyFdffQXArVu36NevH9WqVWPDhg2kpqYyY8YM+vfvz/bt27Gzs3us5y3Es2T69OksX74cgLFjx9K/f3+rf9eYmEjMpm+JXvMlGdeuqnGH8hXx7v82hdp1ROvgmOs5CyGEEEKIgsGqgvb48eNWPVmdOnUeKZm77dixg9TUVLZu3UqHDh2ybF+yZAk1atRg2LBhAPj5+REUFERQUBBDhgzBz8+P5cuX4+XlxaRJk7CxsaF06dJMmjSJHj16cPToUerXr8/XX39NWloaM2fOxNXVFYAZM2bQrFkztm/fTqdOnXL1vIQQZt9++y0fffQRAD179mTy5MlW/V761StEr11BzMZvMCUlqXG3ps3xfnMQLg1fytVlfoQQQgghRMFkVUHbu3dvqz4c/vXXX4+c0J2aNGlC9+7dsbGxybItPT2dEydOMHToUIt448aNATh48CA9e/bk8OHDNGnSxOI5atasiaurKwcPHqR+/focPnyYGjVqqMUsgK+vL+XKlePgwYNS0AqRByIjI3nrrbcACAgIYMWKFfd9nUk69j+iVi0n/pfdYDIBoHV0pHCnrnj1HYBDmXJ5nrcQQgghhCg4rCpoJ06cmCWmKApRUVHs378fFxcX+vbtm9u5UaJEzmtCXrlyBaPRiJ+fn0Xcw8MDV1dX/vnnH5KTk4mMjMyyj0ajoXjx4ly6dAmAf/75h6pLQpEAACAASURBVFdffTXLMfz8/NR97hYSEvKgpyOEuMvs2bNZsmQJM2bM4PLlyznupygK+s/nY9y+VY1pvLyxafs6upZtSXZ1JVlvBPl/Ke6QkpICyOu1EOLJlfk6JoTImVUFbbdu3XLcNnToUIYPH37PD6N5Iel2N0PnbNaPdHJyIjEx8b77ZG5PTk6+7z5CiNz38ssv06RJk3uuNasoCvql8zHuMBezmopV0HXsgk3Dxmh0Vr2ECSGEEEKIp1SufBrs0qULY8eOZcCAAbnxdE+EihUr5ncKQjxxUlJSWL58OYGBgdkOJbiboijc+GQc0beLWc/ufSgxebqsHyusktkyK6/XQognlfQwEeL+cuVTYVJSErdu3cqNp7Kam5ubeuy7JSYm4ubmpo6JzW6fpKQk9TlcXV1JTk6+5z5CiEdjNBrp1asXw4YNo1u3biiKcs/9FUXh36kTiF7zJQCF3+gpxawQQgghhLBgVQvt4cOHs40bDAZu3LjBihUrKFWqVG7mdV/+/v7odDquXr1qEY+MjCQlJYVy5crh5OSEj49Pln0MBgPXrl2jadOmAJQpUybLPmAeW1u1atW8OwkhniFBQUFs3WpuaX3ppXvPQqwoCv9Om0jUqmUAFO7SHb+pM6WYFUIIIYQQFqwqaAcMGJDjh09FUXBxcbF6uY3cYmdnR/369QkODua9995T4/v370er1RIQEACYZz0+ePAgBoMB3e3xdkePHiU1NVUtaAMCAli8eDHx8fG4u7sD5vVrL1++zJAhQx7reQnxNFq4cCFz584FYNiwYVlmJ7+Toij8O30yUSu+AKBwp674fTpbilkhhBBCCJGFVQXttGnTso1rNBrc3d2pXbu2xZI3uSUuLg69Xg+AyWQiLS2NqKgowNxNePDgwfTq1Yu5c+fSuXNnLl26xNy5c+nRowfFihUDYODAgWzfvp3x48czaNAgoqOjmTx5Mk2bNqVGjRqAedKrtWvXMnLkSD788EMyMjKYOHEilStXpmXLlrl+XkI8S77//nvef/99ADp27MisWbNy3FdRFG7OnErUl0sBKNSxC37T5kgxK4QQQgghsqVR7jeQLR/17t2bY8eOZbtt2rRpvP766xw4cIB58+YRFhZGoUKF6NixI0OHDlVbYwFOnz7NZ599xrlz53BycuLVV19l5MiRFjMbX7p0ialTp3Ly5El0Oh0BAQGMGTMGLy+vLMc+efIktWrVyv0TFuIpc/z4cQICAkhNTaVu3brs378fJyenbPdVFIWbs6cRuXQBAIU6dMZ/xnw0VkweJUR2ZFIoIcSTLiQkRF7DhLgPqwvaXbt2UbhwYerXrw+YP6guXLiQW7du0bp1a9599908TbQgkYJWiPszGAxUrlyZsLAwSpcuzdGjRylSpEi2+yqKQvicz4hYMg+AQu1ex3/WQilmxSORglYI8aSTglaI+7OqH9/mzZv54IMPuHjxIgA3b95k4MCBXLlyhRIlSrBkyRLWrFmTp4kKIZ4sOp2OTZs28fzzz7Nr164ci1mA8Pkz1WLW47UO+M9cIMWsEEIIIYS4L6vG0H799df06NGDnj17ArBp0yYMBgPfffcdxYoVY9myZWzbto2+ffvmabJCiCdLtWrVOH36NNp7jIENXzCLiIVzAPBo3Y6Ssxeh0eXKEtlCCCGEEOIpZ1UL7eXLl2nRooX6eP/+/dSvX1+deKlWrVpcv349bzIUQjwxFEVh/vz5Fus637OYXTiH8PnmSaLcW71GyTmLpZgVQgghhBBWs6qgtbGxweZ297+4uDguXLjASy+9pG43mUwYDIa8yVAI8cQYP348w4YNIyAggMTExBz3U4xGbkwZT/i8GQC4v9qGUnOXorG1fVypCiGEEEKIp4BVBW3JkiU5cOAAYO5+DPDyyy+r20+dOoWvr2/uZyeEeGKsXLmSKVOmAFCjRg1cXFyy3c+YlMQ/7/QjatUywFzMlpwnxawQQgghhHhwVvXt69OnDyNHjmTjxo0kJCTQpk0b/Pz8ANi2bRtLly59pmY5FkJY2rNnD2+//TYALVq0YMmSJWg0miz7Zfx7g0sDe5N24TwA3m+9g++ocTIBlBBCCCGEeChWFbTt2rXD3d2dw4cP4+3tzZtvvqluu379Ol27dmXQoEF5lqQQ/2fvzsNruhM/jr/vzSaJCLHFvi9tlVpaqq19aO1L1L7HVqKGpsWYarVULbXUWkottSsJUi21DaVKzagiJbHFliCRRCLLvef3h2mmfhGuys2V+LyeZ54n93zPPT55htt88j3n+5Un16+//kqHDh1ITU2latWqrFu3Dpf7zLYmHDtK+IBepEZFgrMzJT6cRP7O3R2QWERERERyCptXX6lfvz7169dPd3zo0KGZGkhEso9Lly7RvHlz4uLiKFasGFu3biVPnjzpzov5djPn3xmGcScRs1ceysz5Eq9XXrvPFUVEREREbGfTM7QAISEhHDx4MO31zz//TM+ePWnVqhXz5s2zSzgRebK99dZbRERE4OXlxdatWylevPg944ZhcG3eLM4N7Y9xJxHXkqWouGGryqyIiIiIZAqbCu2GDRsYOXIkYWFhAFy5coX+/ftz/vx5ihcvzpw5c1i6dKldg4rIk2fevHm89NJLrFu3jmrVqt0zZk1O5sK7b3Nl6kQAPGvVpuKGEHKVq+CIqCIiIiKSA9l0y/HXX39N165d6datGwDr168nNTWVNWvW4OvryxdffMGmTZvo1auXXcOKyJOlaNGiHDhwIN1es6nRNzn7Vl9uH7p7V0e+tn6UmDgNs5ubI2KKiIiISA5l0wztuXPnaNq0adrrXbt2UadOHXx9fQGoWbMmERER9kkoIk+Ur776ikuXLqW9/v9l9s7ZMH7v0CKtzPqOGEXJqZ+rzIqIiIhIprOp0Do5OeH03201YmJiOHXqFK+99r9n4KxWK6mpqfZJKCJPjNWrV9OnTx9q166d9gjCn8Ud2MfpDi1IPn8Wk1suSs1agO+Q4ffdwkdERERE5HHZVGhLlSrF7t27gbu3HwM0atQobfyXX36haNGimZ9ORJ4Y+/btS3usoFy5cukWgIo7uJ/wvl2x3IrBuUBByq/8hnwt2jgiqoiIiIg8JWx6hrZnz568++67rFu3jtjYWFq0aEGJEiUA2LRpE3PnzuWtt96ya1ARcZzQ0FDatGlDcnIylSpVYuPGjbj96RbixNCTnB3UByM5Gbey5Sn31Spci5VwYGIREREReRrYVGhbt26Nt7c3+/bto2DBgvTp0ydtLCIigs6dOzNgwAC7hRQRx4mMjKR58+bcvHmTggULEhISgo+PT9p48uUIwvt0wRoXi0thX5VZEREREckyNhVagPr161O/fv10x4cOHcrly5dZunQpvXv3zsxsIuJgiYmJtG7dmvDwcNzd3dmyZQtly5ZNG0+NiSasTxdSrl3FnNuLsotXqsyKiIiISJaxudACWCwWoqKisFqt9xwLCgpi0aJFKrQiOcyECRP46aefMJlMrFy5kpdeeiltzHonkbP9e5J05jQmV1fKzF+Ce+VnHZhWRERERJ42NhXa+Ph4xo0bx3fffYfFYkk3bhgGzz6rH2RFcpoxY8Zw/PhxGjRoQNu2bdOOGxYL54e/xe1ffgaTiZJTP8fr5VcdmFREREREnkY2FdrZs2ezbds2GjZsSIkSJViyZAnt27cnJSWFHTt20LVrVz1DK5IDeXh48M0339yz16xhGER8MJpb278FoNg/xms1YxERERFxCJsK7Y4dOxg5ciR9+/YFYMmSJfTs2ZPKlSsTERFBv379eOONN/D29rZrWBGxv2+//ZbChQtTo0YNgHvKLMC1OTO4sXIZAIX6v0XBPv2zPKOIiIiICNi4D+21a9eoXr162muTyURqaioAxYsXZ8CAAUyePNk+CUUkyxw+fBg/Pz/q1avHnj170o3fWLuSq9M/BSBfmw4UeXdsVkcUEREREUljU6H18vIiKioq7XXevHmJiIhIe12mTBl+++23zE8nIlnm3LlztGzZkoSEBAoVKkTlypXvGb+1azsXxwYC4PVqfUpMmo7JbNNHiIiIiIiIXdj002i9evX49NNP2bFjBwDPPvssixcvJiYmBoDvvvsOd3d3+6UUEbuKiYmhefPmXLt2jXz58hESEkLhwoXTxm//+xfODR0AFgvuz1Wl9JwvMbu6OjCxiIiIiIiNhXbYsGE4OTmxadMmALp27cqxY8eoW7cuNWrUYNmyZbzxxht2DSoi9pGcnEz79u05efIkrq6ubNq06Z7Z2Ttnwwj3745xJxHXEiUp++UKnHLndmBiEREREZG7bFoUqmjRomzdupWrV68C0LhxY2bPnk1wcDCpqam89NJLdOvWza5BRSTzGYaBv78/u3btAu4u+FavXr208ZTIa4T37owl+iZOPj6UW7Ial4KFHBVXREREROQeGRbamJgY8ubNm/baxcWFEiVKpL1u0qQJTZo0yfDC///9IvLkWbt2LcuXLwdgwoQJdO3aNW0sJfIaYT3fJDniImZ3d8ouWoFbmbKOiioiIiIikk6Gtxy3bduWI0eO/KWLHjlyhHbt2v3lUCKSNTp27EhgYCD+/v6MHj067XhSxAVOd2rDndOhmFxcKP35Qjyr1XBgUhERERGR9DKcoa1bty69evWiVatWDBw4kNKlSz/0YufPn2f+/Pls3ryZNm3aZGZOEbEDs9nM5MmTsVqtmEwmAO6EnSas55ukXL2CKZc7ZeZ+SZ76jRycVEREREQkvQwL7cSJE6levTpTp04lODiY559/nrp16/Lcc8+RL18+vLy8iIuLIzo6mhMnTvDjjz9y7NgxcufOzQcffICfn19Wfh8iYqPjx48TFhZ2zy+dzP/dfifh+DHC+nTGcvMm5ty5KbtoBblfrOOoqCIiIiIiD2QyDMN40Anx8fEsXbqUjRs3EhERkTaL82eGYVCsWDHat29Pr169yJ3DV0A9cuQINWvWdHQMkUd2+fJl6tSpQ0REBAsXLqRfv35pY/GHfyK8X3es8XE45fOh3JJVeDxfzYFpRR5PaGgoAJUqVXJwEhGRvyY0NFSfYSIP8dBVjnPnzs2QIUMYMmQI58+f57fffiM6Opq4uDhy586Nj48Pzz77rE23JIuI48THx9OyZUsuXrxI7ty57/mlTOzeXZwd3BfjTiIuhX0pt3QNuSroP6AiIiIi8mSzadueP5QqVYpSpUrZK4uI2ElqaiqdOnXi6NGjODk5sW7dOl544QUAYrZt4fzwwRgpKbiWLEW5ZWtxK6F/5yIiIiLy5MtwlWMRyRkMwyAgIICQkBAA5s2bx+uvvw7AzQ1rOBcwACMlhVwVKlJhdZDKrIiIiIhkGyq0Ijnc1KlTmT9/PgCjR4+mf//+AEQtXcSFd98GqxX356tRfuVGXAr7OjKqiIiIiMgjeaRbjkUke/ntt9947733AOjSpQsff/wxhmFwbc4Mrk7/FADP2i9TdsEynLy8HBlVREREROSRaYZWJAd77rnn+OKLL2jUqBFLlizBZDJxedL4tDKbp2ETyi1eqTIrIiIiItmSCq1IDufv78/27dtxNZu5OOrvRC2aB0DeFm0oPXcx5lzuDk4oIiIiIvLX2Fxojx49yvHjx9Neh4WFMXr0aAYNGkRwcLBdwonIo4uKimLBggX8eYtpIzGR8AE9ubl+NQA+b3aj1PS5mF1dHRVTREREROSx2VRof/jhB7p3787BgwcBiI6Oplu3bmzbto3Lly8zatQogoKC7BpURB4uMTGRNm3aMGjQIEaOHAlASlQkZ7q0I27vLgAKB4ygxMSpmJycHBlVREREROSx2VRoFy1aRLNmzejXrx8A69evJzY2ljVr1hAcHEyfPn1YuXKlXYOKyINZrVZ69OjBgQMHMJlMvPrqq9wJP8NpvxYk/nYMnJwoMXEaRYa/i8lkcnRcEREREZHHZlOhPXPmDB06dEj7IXjnzp3UqFGDihUrAtCwYUPOnTtnt5Ai8nDvvfceGzZsAGDatGk0LVmc0x1bkRxxEbO7O2UXLCV/p24OTikiIiIiknlsKrSpqankypULgNu3b/Prr79Sr169tHGTyURSUpJ9EorIQ82dO5epU6cCEBAQQO9nKhLW800sMdE4++Sn/MpvyNOwiYNTioiIiIhkLpsKbfHixTl69CgAwcHBWCwWGjZsmDZ+6tQpChUqZJ+EIvJAW7ZsISAgAIDWrVszpsbznB/qj5F0B7fSZamwfiseVas7OKWIiIiISOZztuUkPz8/Jk+eTEhICL///jt169alQoUKAOzZs4dZs2bh5+dn16Aikl5sbCw9evTAarVSq1YtptWqytWP/gmAR/WalF2wFOf8BRycUkRERETEPmwqtL169cLZ2Zn9+/dTpUoVAgMD08YOHDjAiy++yNtvv223kCJyf3ny5GHDhg2MHDGCudWfI/6rhXePN3md0jPmYnb3cHBCERERERH7MRl/3qzyL0hNTcXZ2aZenGMcOXKEmjVrOjqGCACpsbcIH9SHhJ9+BCB/t14UHzdR2/LIUy80NBSASpUqOTiJiMhfExoaqs8wkYew6RnaP4SGhrJmzRpmzZpFZGQkcPeWR4vFYpdwIpJecnIy06dPJyUlheSrVzjTuW1amS0S+A+KfzhJZVZEREREngo2Ta0mJyczevRoQkJCMAwDk8lE06ZNKVSoEHPnzuWXX35hyZIleHt72zuvyFPNMAz69+/PsmXL+HbjRqZa47FeuYzJxYUSk6bj01bPsouIiIjI08OmGdoFCxawY8cOhg0bxubNm/nzXcqtW7cmKiqKefPm2S2kiNw1fvx4li1bBkDFsJNYr1zG7OFB2UUrVGZFRERE5KljU6ENDg7mrbfeYvDgwWmrG/+hatWqBAQEEBISYpeAInLX0qVL+eCDDwBom8+Lfm5mnHx8KP/1Brxere/YcCIiIiIiDmDTLcdXr1594CJI5cuX5+bNm5kWSkTu9cMPP+Dv7w9AbQ83xuR1x7VYccotXUOusuUdnE5ERERExDFsmqH19vbm4sWLGY6HhYWRN2/eTAslIv/z22+/0aFDB1JTU6ng6syUQnnwqliZCuu2qMyKiIiIyFPNpkL72muvMXPmTI4fP552zGQyAbBnzx6mTJlC/fq65VEksxmGQffu3bl16xYFnMzM8s2Lb63alF+9CVffIo6OJyIiIiLiUDbdcjxixAi6detGx44dKVasGCaTiWHDhhETE0NsbCzFihVj+PDh9s4q8vSxWpn+ck0GnjjOhwXzUPFvzSj9+ReY3T0cnUxERERExOFsKrQFCxZk48aNrFy5kv379+Pi4gLAc889R926dencuTO5c+e2a1CRp401KYnzI4eQ97strCrmQ/52HSk5aTqm//77ExERERF52tlUaAE8PT3p378//fv3t2cekaeeYRh8/tlnvPrTHsxHDgFQ2H8QRUeNw2S26SkBEREREZGngs2F9ujRo7i4uFClShXg7kJQixYtIjo6mubNm9O6dWu7hRR5mkwe/yGjPviQsi5OLCrqw7Oj36fQgCFpz62LiIiIiMhdNk33/PDDD3Tv3p2DBw8CEB0dTbdu3di2bRuXL19m1KhRBAUF2TWoyNNg5Zw5jPrgQwDKu7lQ5dPPKDxwqMqsiIiIiMh92FRoFy1aRLNmzejXrx8A69evJzY2ljVr1hAcHEyfPn1YuXKlXYOK5HQ7vlxEn4AAAF5wd2PZmrUU7NTdwalERERERJ5cNhXaM2fO0KFDh7RZop07d1KjRg0qVqwIQMOGDTl37pzdQorkdEe+mEfHgQNJNgxKubkStGULhZu3cnQsEREREZEnmk2FNjU1lVy5cgFw+/Ztfv31V+rVq5c2bjKZSEpKsk9CkRzMMAxOTJ5AuyEBxFis5HNxJuT77ynZqImjo4mIiIiIPPFsKrTFixfn6NGjAAQHB2OxWGjYsGHa+KlTpyhUqJB9EorkUEZKChfHjOTdjz7mYqoFNyczQVu28Gy9+o6OJiIiIiKSLdi0yrGfnx+TJ08mJCSE33//nbp161KhQgUA9uzZw6xZs/Dz87NrUJGcxBIXy9kh/sTv38vI/F5Eeefjnamf8VrTZo6OJiIiIiKSbdhUaHv16oWzszP79++nSpUqBAYGpo0dOHCAF198kbfffttuIUVykuRLFwnv1507p0MBqDz8HX4MGImTk5ODk4mIiIiIZC8mwzCMx7lAamoqMTExHDlyhGbNno7ZpSNHjlCzZk1Hx5BsKOHYvwkf0JPNZ89T1dODl6fMwKdDJ0fHEsmRQkPv/tKoUqVKDk4iIvLXhIaG6jNM5CFseob2QZycnNi5cyejRo3KjDwiOdat7ds407Udu85fZGxkLL2j73C50nOOjiUiIiIikm3ZdMtxSkoKs2fPZvPmzVy9epX/P6lrGAalSpWyS0CRnCBqyUIuTXifk3eSeS8yFitQqlw5ypQp4+hoIiIiIiLZlk0ztIsWLWLBggV4e3vzt7/9DcMweOWVV6hevTomk4lOnTqxcOFCe2cVyZauzprKpY//yZWUVN6+cZtEq5VSpUqxZcsWPD09HR1PRERERCTbsqnQBgUFMWDAADZu3MjMmTMBeOedd1i5ciWrVq3i0KFDdg0pkl2lREVybd4s4qxWhsenEnUnCW9vb7Zu3Yqvr6+j44mIiIiIZGs2FdrLly9Tv/69e2NarVYAqlWrRufOnZk4cWLmpxPJ5q4vW0xyUhKBN27z+80YXFxc+Oabb3juOT07KyIiIiLyuGwqtO7u7sTHx6e99vb25tq1a2mvn3/+eX755ZfMTyeSjVkSbnN95VJW3krgp7gE4O7t+40aNXJwMhERERGRnMGmRaFeeuklZsyYgbe3Ny+88ALlypVj5cqVNGjQAJPJxOHDhzGbH3vBZJEcJfqbtVhioulaIC/XGjWjUpXn6dmzp6NjiYiIiIjkGDa10ICAAK5evcqCBQsA6NixI//617+oU6cOLVu2ZPr06eluSRZ5mhkWC5GLvwCgcPuOfL12He+//76DU4mIiIiI5Cw2zdBWrFiRrVu3cvHiRQDatWtHbGwsQUFBWCwWunfvzttvv23XoCLZydbPphIVGkr1XK4U6jsQk8nk6EgiIiIiIjmOTYUWwMfHBx8fn7TXvXr1olevXnYJJZKdnThxgq7/GEtSaipzGtfjhQqVHB1JRERERCRHsvnB159++okxY8bccyw+Ph5/f38OHz6c6cFEsqOrV6/yRpMmxKWkksds5uVBQx0dSUREREQkx7Kp0P7rX/+ib9++HDx48J7jTk5OnD17ll69eqUbE3na3L59m5YtW3LhyhXcTSYW1K3Js+39HB1LRERERCTHsqnQzpkzh8aNG/P999/fc9zd3Z0dO3bQrFkzpk2bZpeAItmBxWKhS5cuHDlyBDPwaWFvGox4V8/OioiIiIjYkU2F9vTp03Tv3h1n5/SP3JpMJjp37kxoaGimhxPJDgzDYPjw4WzevBmAUQW8aFS2NPlatHFwMhERERGRnM2mRaHc3Ny4ceNGhuPR0dG4u7tnWiiR7OT7779n9uzZAPQu4E3HPLko0LMfJhcXBycTEREREcnZbJqhrVu3LjNmzODs2bPpxg4dOsTEiRN55ZVXMj2cSHbQtGlTxo8fT5taNQjwcsPs6Un+Lj0cHUtEREREJMezaYY2MDCQzp0707x5c3x9fcmfPz8pKSlcu3aNW7duUbhwYQIDA+2dVeSJZDKZ+Md77/HbtxuwmEzkf7Mbznm8HR1LRERERCTHs2mGtnDhwgQHBzNy5EjKli1LUlIShmFQrVo1hg8fTnBwMEWKFLF3VpEnRlhYGKtXr057HRMSjOXaVTCbKdDb34HJRERERESeHjbN0AJ4eXnh7++Pv79+WJen240bN3jjjTc4ffo0V65cYfjw4UR9OR+AvK+3xK14SQcnFBERERF5Otg0Qysid925c4c2bdpw+vRp3NzcqF27NvE/7iPxxHEACvoPcnBCEREREZGnh80ztCJPO6vVSu/evdm/fz8Ay5cvp27duoT17QqAZ63aeFar4ciIIiIiIiJPFc3QithozJgxrFmzBoApU6bQsWNH7pwOJW7PTgAK+Q92ZDwRERERkaeOCq2IDRYsWMCnn34KwODBgxk5ciQAkYsXAOBWuix5Gjd1WD4RERERkaeRCq3IQ5w7d46hQ4cC0KJFC2bNmoXJZCLlehTRm9YDULDvAExm/XMSEREREclKGT5De/ny5Ue+WNGiRR8rjMiTqHTp0qxYsYJZs2axevVqnJ3v/rO5vnwxRnIyTvl88Gn/poNTioiIiIg8fTIstI0aNcJkMj3SxU6ePPnYgUSeRJ06daJjx46Y/zsLa01M4PrXSwEo0LUXZncPR8YTEREREXkqZVhohwwZ8siF1lEMw2DJkiV89tlntGzZkkmTJt0zvn37dmbPnk1YWBje3t688cYbBAYG4ubmlnbOzz//zLRp0zhx4gTu7u40bNiQUaNGkTdv3qz+duQJcOvWLZYvX37PvwPzn24pvrlxHZbom5hcXSnQs6+jYoqIiIiIPNUyLLQBAQE2XyQ2Npbw8PBMCfSoYmJiGDVqFCdPnsTFxSXd+MGDBxk2bBgDBw5k9uzZhIeHM3bsWGJjY5k8eTIA4eHh9OvXj9atW/PJJ58QGRnJRx99xNChQ1mxYkVWf0viYCkpKXTs2JHt27dz9OhRvvzyy3vGDauVqC/vLgaVr60fLgUKOiKmiIiIiMhTL1NWsTl06BD9+/fPjEs9si1btpCYmMjGjRvx8vJKNz537lyqV6/O8OHDKVGiBPXr1ycwMJCgoCAuXrwIwMKFCylQoAAffvghZcqUoXbt2nz44Yf8/PPPHDx4MKu/JXEgwzAYNGgQ27dvB6BevXr3jN8JO83lTz4k6dzdX+AU6jswyzOKiIiIiMhdGc7Q/n9r165ltvMPtwAAIABJREFU8+bNXL16FavVmnbcarUSGRlJgQIF7BLwYRo0aECXLl1wcnJKN5aUlMThw4cZNmzYPcf/KCl79+6lW7du7Nu3jwYNGtxzjRo1auDl5cXevXupU6eOfb8JeWJMmDCBxYsXAzBu3Dh69erFnbDTxIRsJiYkmDu/n0o7N0+jv5GrQiVHRRUREREReerZVGi//vprPvroI/Lly0exYsU4fvw4FStWJDY2lqtXr9KsWTP69Olj76z3Vbx48QzHzp8/j8VioUSJEvccz5s3L15eXpw9e5bbt28TGRmZ7hyTyUSxYsUyvJU6NDT08cPLEyU4OJh//vOfALRp0oQO1jv8p9HLGOfP3nOeqWAhnF5tQHKXnvp7IPIES0hIAPR5LSLZ1x+fYyKSMZsK7erVq+nQoQPjx4/HycmJypUrM3nyZCpXrsy2bdtYuHAhJUuWtHfWRxYfHw+Ap6dnujEPDw/i4uIees4f45Kz/fTTT4wZMwaAF/Pm4R9hx7CE/5o2/keJdXqtAaZKz2abBdNERERERHIymwptREQE77///j235BqGAcDrr79OWFgYEydOZOrUqfZJ+QSqVEm3muYUt0JDCRw4gNTUVMq6ODHN2w0XkwmXosXI+0ZL8jZvg0e16iqxItnMHzOz+rwWkexKd5iIPJxNhdZsNpOSkpL2Onfu3Ny4cSPtdZ06dZ7I1YDz5MkDcN9Z1ri4OPLkyZO2kNT9zomPj093K7LkLMmXLxHRvxtTfDz4+LqFOVUrUbZdB5VYEREREZFswKZC+8ILL/DFF19QsmRJihcvTqlSpQgKCuLVV18F7m57k5qaategf0XJkiVxdnbmwoUL9xyPjIwkISGB8uXL4+HhQZEiRdKdk5qaysWLF2nYsGFWRpYslHI9irCeb5JyKYIXfPJyaMVavBs0VokVEREREckmbNq2Z/DgwRw9epSPPvoIgFatWrF582batGnDwIEDGT9+PLVq1bJr0L/C1dWVOnXqsGfPnnuO79q1C7PZTP369YG7qx7v37//nlJ+8OBBEhMTVWhzqKQb1/lnvbrEhp3B5OpGmQXLyNuwicqsiIiIiEg2YtMMba1atfjmm2/SZjF79uzJ5cuXCQoK4tKlS7z22muMGzfOrkEzEhMTk3Y7tNVq5c6dO0RFRQHg5eXFkCFD6N69O9OnT8fPz4/w8HCmT59O165d8fX1BaB///5s3ryZ999/nwEDBnD9+nXGjx9Pw4YNqV69ukO+L7Gf1Lg4/F+qyYrwC3zv7sq2jd/gVfdVR8cSEREREZFHZDL+WN0pm+rRoweHDh2679gnn3xC+/bt2b17NzNmzODMmTPky5ePdu3aMWzYMJyd/9fn//3vf/Ppp5/y22+/4eHhQbNmzXj33Xfvu/rxkSNHqFmzpt2+J7Efa2ICY1+pzSdHjwMwpF0bZn+zycGpRMQetCiUiGR3oaGh+gwTeQibC21YWBghISEEBASkHUtISODTTz+ld+/elClTxm4hnzQqtNmTNSmJ+W80Zuiu/RhA6zovsXH/Acxmm+68F5FsRoVWRLI7FVqRh7PpJ/ljx47h5+fH8uXL7zluGAZBQUF06NCBU6dO2SWgSGYwUlPZ1MWPEbvvltla5cuxeudulVkRERERkWzMpp/mZ8yYQZUqVfjuu+/uOe7p6cmPP/5ItWrVmDRpkl0Cijwuw2rlXwP74B+0lSQDShcsQMiPB3B3d3d0NBEREREReQw2Fdrjx48zePBg8uXLl27Mw8MDf39//v3vf2d6OJHHZRgGEeNGMWLlGqKtBvk8PPh+/48ULFjQ0dFEREREROQx2Xy/ZWJiYoZjqamp9yywJPIkMAyDy5PGc2PlMsYX9Ob5Ir4Ef/cdFSpUcHQ0ERERERHJBDYV2po1a7JgwQJiY2PTjUVERDB16lRq1KiR6eFEHse12Z8RtWgeAFW6dufohYu8+qq25xERERERySlsmlZ955136NSpE/Xr1+e5554jf/78pKSkcPXqVU6dOkXu3LmZNm2avbOK2Cxy0TzmjP+Qhp65KNu6HSUmTMXk5OToWCIiIiIikolsmqEtV64cQUFBtG3blqioKPbu3ctPP/1EcnIyfn5+bNiwgYoVK9o7q8hDGRYLlz5+n9mj3+Pj63H0uZmI84jRKrMiIiIiIjmQzQ++FitWjHHjxtkzi8hjscTFcu7tQWz79lsmXo8D4LlXXsW3eHEHJxMREREREXvQSk6SIyRdOM/ZAT34z/HfePfaLSxA9erVWbtunRYsExERERHJoTL8Sf+ZZ55hw4YNPPvss1SuXBmTyfTAC5lMJk6cOJHpAUUeJv7QAc6+1Y9LUVEEXIshwTAoUaIEW7ZsIXfu3I6OJyIiIiIidpJhoW3bti158+ZN+/phhVbEEW6sW0nEP98jLimJYVFxRKVayZMnDyEhIRQtWtTR8URERERExI4yLLSffPJJ2teTJk164EWsVitWqzXzUok8hGGxcHnyx2nb8sy3unA6MQlnZ2c2bNhAlSpVHJxQRERERETszaZVjhs3bszp06czHP/uu+9o0qRJpoUSeRBLXBxnB/VOK7N5GjTm8x8P0bRpUxYuXKi/iyIiIiIiT4kHrpZz+fJlAC5dusTly5fx9PRMd47FYuHIkSPcuHHDPglF/iQp4gJn+/fkzu+nACjYbyBF33sfk5MT3377LWazTb+jERERERGRHOCBhbZx48bA3QWfBg0alOF5hmHw4osvZm4ykf8n/vAhzg3uQ+rNG+DszLFWHanVthPF/rvHrMqsiIiIiMjT5YGF9scff+Tw4cMEBATw5ptvUqhQofueV6hQIZo3b26XgCKWhNvc+HopVz6bhJGcjFPefFzyH0r/4SNwX7SE7du36xcqIiIiIiJPoQcW2nz58vG3v/2Ndu3aMWjQIK0aK1nKEhfL9eVLiFyyAMvNmwC4la9Ayrsf0LVjR5KTkylXrhzly5d3cFIREREREXGEBxbaP/x5xWMRe0u9cZ2oJQuJWr4Ya3wcACZXN/K/2QVzT39eafI3oqOjKVy4MCEhIeTLl8/BiUVERERExBEyLLSNGzdm/vz5VKhQIe1Z2gcxmUzs2LEjU8PJ0yX5ymWivpzPjdXLsSYmAmD29KRA114U7DuQlNxeNGzYkHPnzuHh4cGWLVsoXbq0Y0OLiIiIiIjDZFhoixYtiouLS9rXIvaSdP4ckQtmc/ObNRgpKQA4eeelQK9+FOzlj3PefFgsFrp26MChQ4cwm82sXr2aWrVqOTi5iIiIiIg4UoaFdvny5ff9WiSzJP5+isj5nxO9eSNYrQA4FyhIoX6DyN+1F065c6edu3jxYoKCggCYOXMmrVq1ckhmERERERF5ctj0DO3w4cMJCAigXLly9s4jT4lrCz7nyuQJaa9dihaj8MCh+Ph1xpzLPd35ffr04ZdffsHd3Z2hQ4dmZVQREREREXlC2VRojx49ypUrV1RoJVNEfjk/rcy6lSlHoUEB+LTpgOm/t7jfj7OzM3PnzsUwjKyKKSIiIiIiTzibCu2YMWOYPn06JpOJOnXq4OTkZO9ckkNFLfuSyxM/ACBPwyaUnrsYs6vrfc89dOgQMTExNG3aFLi78JjJZMqqqCIiIiIi8oSzqdDOmzePxMRE/P39MZvNeHl54ex871tNJhP/+te/7BJScobrq5Zz6cN/AOD1WgNKz1mUYZkNDw+nZcuWREdHs2LFCjp16pSVUUVEREREJBuwqdB6eXnh5eVFoUKF7J1HcqibG9YQ8c93Achd5xXKzF+C2S3X/c+9eZPmzZsTFRWFj48PL7zwQlZGFRERERGRbMKmQqtVjuVxRAdv5MKov4Nh4FmrNmUWLrvvwk8ASUlJtGvXjtDQUFxdXdm0aROVKlXK4sQiIiIiIpIdmG09MTk5mX379qU7FhISQnJycqYHk5whZtsWzr8zFKxWPF6oQdlFK3Dy8LzvuVarlb59+7J3714Ali1bxmuvvZaVcUVEREREJBuxqdBGRkbSvn17Ro4cec/xpKQkRowYgZ+fHzdv3rRLQMm+bu34jnNvDwKLBfcqVSm7ZBVOXl4Znv/++++zcuVKACZNmqTnZkVERERE5IFsKrTTpk0jISGBiRMn3nPcy8uLr776isTERKZMmWKXgJI9xe7ZybmA/pCaSq7Kz1Ju6Rqc83hneP6BAweYMOHuVj4DBgzg3XffzaqoIiIiIiKSTdlUaA8cOEBgYCCNGzdON1anTh3+/ve/88MPP2R6OMme4vb/i7OD+mAkJ5OrQkXKL1uLc958D3zPyy+/zIwZM2jRogVz5szR9jwiIiIiIvJQNhXauLg48ubNm+F4wYIF9RytABB/6ADhA3piJCfhVqYc5Zavxzl/AZve+/bbbxMcHJxuSygREREREZH7sanQVqpUiaCgoPuOWa1Wli1bRvny5TM1mGQ/t385TLh/d4w7ibiWLEW5FetxKZjxVk8RERF89dVX9xwzm21ep0xERERERJ5yNk2F9e/fnyFDhnDu3Dnq1q1L/vz5SUlJ4erVq+zatYsLFy7w+eef2zurPMGitwZxccw7WG/fxqVoMcqvWI+rb5EMz4+NjaVFixYcO3aM8+fPM27cuCxMKyIiIiIiOYFNhbZx48bMmjWLWbNmMXfu3HvGSpUqxfTp02nSpIldAsqTLTUmmogPxhCzeSMALr5FKP/1N7gWK5Hhe1JSUnjzzTc5duwYTk5OvPzyy1kVV0REREREchCbH1Zs2rQpTZs2JTIyksjISMxmM76+vvj4+NgznzzBYvfu4uKov5Ny7SoAXvUbUfKTz3Ap7JvhewzD4K233uK7774D4IsvvqBp06ZZkldERERERHKWR159p1ChQhQqlPFzkZLzWRJuc3nSeG58vRQAs4cHxf4xHp9O3R66OvGkSZNYtGgRAGPHjqVv3752zysiIiIiIjmTlpOVR3L7yM+cfyeA5AvnAPCsVZuSU2bhVrLUQ9+7atUqxowZA0C3bt0YP368PaOKiIiIiEgOp0IrNrEmJXF11lQiv5gDVismV1eK/P09CvYbhMnJ6aHvj4yMpF+/fgDUr1+fL7/8UnvNioiIiIjIY9EeKfJQiadO8Hv7N4ic/zlYrbg/W4WKm76j0IAhNpVZuHur+tq1a6lVqxYbN27Ezc3NzqlFRERERCSn0wytZMiwWIhcOJerMyZjpKSA2UzhQcMoHDACs6vrI1+vZcuWNG/eXHvNioiIiIhIplCzkPuyJt0hrOebXJkyASMlBbfSZamwJpgiI0fZXGYTEhKYOXMmFosl7ZjKrIiIiIiIZJYMZ2g7d+78yBdbvXr1Y4WRJ8el8f8k/uB+AAr06EORd8fi5OFp8/stFgvdu3dn48aN7Nu3j7Vr1+qZWRERERERyVQZFtrIyMh7XickJBATE4OzszM+Pj5YrVaio6OxWCwUKFAAX9+M9x6V7OXG+lXcWL0cAN8Ro/AdMvyRrxEYGMjGjRsBeO2111RmRUREREQk02VYaHfu3Jn29cmTJxk1ahSffvopr7zyCs7Od9+WnJzMrl27+Oyzz/joo4/sn1bsLuG3X4l4fzQAeRo3pfDgYY98jc8//5zp06cDMHz4cIYNe/RriIiIiIiIPIxNDzROnDiR7t27U79+/bQyC+Dq6kqzZs3o2bMnEyZMsFtIyRqpt2I4N6QfRtIdXEuWpuTUzzE94jOvQUFBvP322wC0a9eOqVOn2iOqiIiIiIiIbYX2+PHjlCpVKsPxChUq8Ntvv2VaKMl6htXKhRFDSL54AVMud8rMW4xzHu9HusbPP/9Mly5dMAyD2rVrs2LFCpxs3NZHRERERETkUdlUaN3c3Dh06FCG4wcOHMD1L2zjIk+Oa3OmE7v7BwBKfDwZ98rPPtL7U1NT6dq1K4mJiZQpU4bg4GA8PDzsEVVERERERASwcR/a119/nblz53L27Fnq1KlDoUKFALhx4wb79u1j27ZttG3b1q5BxX5i9+zk6sy7twYX6N4bn3YdH/kazs7OrF+/nh49erBu3bq0vyMiIiIiIiL2YlOhHT16NMnJyQQHB7N169a0FWsNw8BsNtOsWTP+8Y9/2DWo2EdSxAXO//0tMAw8XqhB0TEf/uVrVatWjX//+9/aa1ZERERERLKETYXWzc2NiRMnMnr0aI4fP86NGzcwDAMfHx+eeeYZfHx87J1T7MCadIdzQ/yx3IrB2Sc/pWcvwuzmZvP7DcNg1qxZ9OvXj9y5cwOozIqIiIiISJaxqdD+wcvLi5dffhmLxYLZbNbeotlcxAf/IPH4MTCbKTVzAa5Fij7S+8eNG8dHH33EsmXL2L17N15eXnZKKiIiIiIikp7N02mnTp0iICCAV199lapVqxIaGgrAtm3b2LZtm90Cin3cWLuSm2u/BqDIyNF41X31kd6/ePHitL2Ha9SokTZDKyIiIiIiklVsKrTHjh2jc+fO/Pzzz9SsWROr1Zo2dvz4cUaMGMHevXvtFlIyV8Kv/yFi3GgAvP/2BoUGDn2k92/fvp2BAwcC0KxZM+bOnavZehERERERyXI23XI8c+ZMnnnmGRYuXEju3LmpXLly2tg777zDlStXWLBgAfXq1bNbUMkcqdE3OTukH0ZyEm6ly1JyysxHKqPHjh2jQ4cOpKamUq1aNdatW4eLi4sdE4uIiIiIiNyfTTO0//nPf/D398/wttIOHTpw4sSJTA0mmc+wWDg/YggplyIwu7tTeu6XOHnlsfn9ly5dokWLFsTFxVGsWDG2bNmi52ZFRERERMRhbCq0ycnJD3xG0mw2YxhGpoUS+7g2bxZxe3cBUGLiNNwrPfNI73/rrbeIiIjAy8uLkJAQihcvbo+YIiIiIiIiNrGp0FaoUIFNmzZlOL5ixQrKly+faaEk81ni4oj8YjYABXr0IV/r9o98jfnz51O7dm3WrVtH1apVMzuiiIiIiIjII7HpGdrevXsTGBhIdHQ0r7/+OgAHDx7k0KFDbNmyhV9//ZUpU6bYNag8npub1mG9fRtTLnd8//7eX7pGkSJF+PHHH7XXrIiIiIiIPBFsKrStWrUiLi6OmTNnsnv3bgAmTZoEgLe3N2PHjqVly5Z2CymPxzAMri9fAoBPmw44e+e1+b1fffUVTZo0Sbu9WGVWRERERESeFDYVWoCuXbvi5+fHsWPHiIyMBMDX15cqVarg6upqt4Dy+OJ/3EdS2Gng7u3GtlqzZg19+vShWLFi7Nmzh3LlytkrooiIiIiIyCOzqdCOHj2agIAAihYtSq1atdKN79+/nzVr1jBr1qxMDyiP7/qKu7OznrVq4/7Mcza9Z9++ffTq1QuAcuXKaQEoERERERF54th0/+jGjRuJiYnJcDwiIoJdu3ZlWijJPMmXI7i1Yxtg++zs77//Tps2bUhKSqJSpUps3LgRNzc3e8YUERERERF5ZA+coW3UqBEmkwmAQYMG4eLiku4cq9VKZGSkZvCeUNdXLgOrFedChfFu2vyh50dFRfHGG29w8+ZNChYsSEhICD4+PlmQVERERERE5NE8sNCOGjWKQ4cOsWLFCgoUKICnp2e6c0wmEzVq1KBfv352Cyl/jTXpDjfWrAAgf+fumB/yrHNiYiKtW7cmPDwcd3d3tmzZQtmyZbMiqoiIiIiIyCN7YKFt2rQpTZs2ZefOnXz66adUqFAhq3JJJogJ2Yzl5k1wdqZA5x4PPX/ixIkcPHgQk8nEypUreemll7IgpYiIiIiIyF9j06JQO3fuBCAsLOyelW5TUlI4ceIE1apVs086eSzXly8GIG+zFrgU9n3o+aNHj+b48eM0aNCAtm3b2jueiIiIiIjIY7Gp0MbHxzNkyBBCQ0M5ePBg2vE7d+7QqVMnXnnlFWbNmnXfW5LFMRKOHSXhP0cB2xeD8vDwYMOGDdprVkREREREsgWbmsuMGTM4deoUQ4YMuee4p6cnEyZM4MSJE9qy5wkTtfzuVj25Kj+LZ63aGZ737bff8ssvv6S9VpkVEREREZHswqb2snPnTt577z169Lj3OUyz2UyHDh0IDAxk8+bNdgkojy71xnVitgQBULBH37SVqv+/w4cP4+fnR7169di9e3cWJhQREREREXl8NhXaGzduUKxYsQzHS5UqRXx8fKaFksdzY90qjOQkzF55yNu63X3POXfuHC1btiQhIYGCBQvyzDPPZHFKERERERGRx2NToS1btuwDZ/CCgoIoVapUZmWSx2BYLFz/+isA8nfsgpNH+ueaY2JiaN68OdeuXSNv3ryEhIRQuHDhrA0qIiIiIiLymGxaFKpbt26MHTuWyMhI6tatS4ECBUhJSeHKlSts376dn3/+mQ8//NDeWcUGsTu3k3L5EgAFuvVON56cnEz79u05efIkLi4ubNq0SbOzIiIiIiKSLdlUaP38/IiPj2fu3Lls3bo17ZlMwzDw9PQkMDCQN998065BxTZR/92qx6teQ9xKl7lnzDAM/P392bVrFwBLliyhfv36WZ5RREREREQkM9hUaAF69+5Nt27d+PXXX4mKisJsNuPr60ulSpVwdXW1Z0ax0Z2w08Tv3wtAgZ59042vW7eO5cuXA/Dxxx/TrVu3LM0nIiIiIiKSmWwutAAuLi7UqFEDi8WC2WzOcPVccYzrK74CwLVkKfLUa5Ru3M/Pj8DAQG7evMmYMWOyOJ2IiIiIiEjmsrnQnjp1ijlz5nD06FGio6PZsGEDlStXZtu2bQC8/vrrdgspD2eJj+fmN2sAKNC1FyYnp3TnmM1mJk+ejNVq1S8jREREREQk27NpleNjx47RuXNnfv75Z2rWrInVak0bO378OCNGjGDv3r12CykPFx20Hmt8PCa3XPh07JJ2/Pjx4wQFBd1zrtls0//tIiIiIiIiTzSbms3MmTN55pln2LFjBzNnzsQwjLSxd955hzfeeIMFCxbYLaQ8mGEYXP/vYlD52rTHOW8+AC5fvkzz5s1p164dixYtcmREERERERGRTGdTof3Pf/6Dv78/uXPnvu94hw4dOHHiRKYGE9vFH9zPndO/A1Cge5+7x+LjadmyJRcvXsTT05NatWo5MqKIiIiIiEims6nQJicnZ1hm4e4trH+etZWsdX35EgA8a7yIx3PPk5qaSqdOnTh69ChOTk6sW7eOF154wcEpRUREREREMpdNhbZChQps2rQpw/EVK1ZQvnz5TAsltku+fIlbO+4uzFWgR18MwyAgIICQkBAA5s6dqwW7REREREQkR7JplePevXsTGBhIdHR0Wjk6ePAghw4dYsuWLfz6669MmTLFrkHl/m6sWg4WC84FCuL9egumTp3K/PnzARg1ahQDBgxwcEIRERERERH7sKnQtmrViri4OGbOnMnu3bsBmDRpEgDe3t6MHTuWli1b2i2k3J81KYkbq5cDkL9zd06ePs17770HQOfOnZkwYYIj44mIiIiIiNiVzfvQdu3aFT8/P44dO0ZkZCQAvr6+VKlSBVdXV7sFlIxFb1xH6s0b4ORE/i49KeJbhIULF/L111+zZMkSbc8jIiIiIiI5ms2FFsDV1ZWqVasSHR2NyWTCx8cHZ+dHuoRkkvjDh4gYPxaAvK+3xNW3CAD9+vWjT58+KrMiIiIiIpLj2dxGlyxZwsqVK4mIiLjneLly5ejZsydvvvlmpoeT+7sTfoazA3thJN3hdtES/Fi6IoMNA5PJBKAyKyIiIiIiTwWbCu2sWbOYO3cuRYsWpV27duTPnx/DMLhx4wY//fQT48aNIyYmRgsQZYGUqEjC+3TBEhNNaj4f3kmwcnDkO5yJuMRnn33m6HgiIiIiIiJZxqZCu27dOlq0aMGUKVPSzf5ZrVYCAwP5+uuvVWjtzHL7NuH+3UmOuAi5cvFJ/uIc/H47JpOJV1991dHxREREREREspRN96beunWLrl273vdWVrPZTJcuXYiJicn0cPI/RkoK54b6k3j8GJjNLK7yIt98vx2AadOm0b59ewcnFBERERERyVo2Fdry5ctz7dq1DMevXbtG+fLlMy2U3MswDC6+/x5xe3cB8P1rf+PztesBCAgIYPjw4Y6MJyIiIiIi4hA2Fdp3332XBQsWcPTo0XRjv//+O/PnzycwMDDTw8ld12Z/xs21KwE41vB1Ri9dAUDr1q2ZPn162mJQIiIiIiIiTxObnqFdtGgRt2/fpmvXruTLlw9fX1/MZjPXr1/n2rVrFC1alBkzZqR73+rVqzM98NPmxvpVXJ0xBQDnFm0ZvmItVquVWrVqsXLlSpycnBycUERERERExDFsmqENDw/HarVSpEgRcuXKRUxMDDdv3sRsNlOkSBEMwyAyMjLd/54khmGwePFiqlSpwqhRo9KNb9++nTZt2lClShVeeeUVPv74Y5KSkhyQ9H9i9+zk4ph3APB6tT7PTfuc9evX88ILL7B582Y8PT0dmk9ERERERMSRbJqh3blzp71z2FVMTAyjRo3i5MmTuLi4pBs/ePAgw4YNY+DAgcyePZvw8HDGjh1LbGwskydPdkBiSDh+jHND/cFiwf3ZKpSevQiTiwuNGjXiyJEj2mtWRERERESeeja1ov379z9w3DAMvvjii0wJZA9btmwhMTGRjRs34uXllW587ty5VK9eneHDh1OiRAnq169PYGAgQUFBXLx4McvzJkVcILxfN6wJCeBbhM0vvoY1V660cZVZERERERERGwttv379eP/997l9+3a6sbCwMDp27Mj06dMzPVxmadCgAYsXL8bHxyfdWFJSEocPH6ZevXr3HP/j9d69e7Mk4x9SY6IJ79OV1OtRmL3yMLVQKQLHfUCrVq2wWCxZmkVERERERORJZtMtxyNHjmTu3Lns27ePCRMm8PLLL2MYBgsXLmT27NkUKVKExYsX2zvrX1a8ePEMx86fP4/FYqFEiRL3HM+bNy9eXl6cPXv2vu8LDQ3N1IwARkICyePexRp+Bpxd+KJSNb7+7/bomhyCAAAgAElEQVQ8lSpV4syZM5n+Z4qI5FQJCQmAfT6vRUSywh+fYyKSMZsKbf/+/WnVqhUTJ06kb9++tG/fnt9//51Tp07h7+/P4MGDcXV1tXdWu4iPjwe47wJLHh4exMXFZUkO65XLJI8fg3H+boEOeaURc5YsA6BDhw4MHjw4S3KIiIiIiIhkFzYVWgBfX19mzZrFjBkzmD9/PmazmXnz5lG/fn175ntiVapUKdOuFffjPs6NfAsjJhqcnTn7Zk/GTbq7VU+TJk1YtWrVfRezEhGRjP0xM5uZn9ciIllJd5iIPJzNqwvdvHmTUaNGsWDBApo3b06lSpUYPnw4CxcuzNbPdubJkwf430ztn8XFxaWN24NhGEQtXURY705YYqJx8vEh+YNJ9J41h9TUVJ5//nnWr1+vMisiIiIiInIfNs3Qrlq1ihkzZuDi4sLnn39OkyZNsFgszJ8/n1mzZrFlyxY++ugjqlatau+8ma5kyZI4Oztz4cKFe45HRkaSkJBA+fLl7fLnWpOSiPhgNDfXrgQg1zPPUWb+El5u3ZbY2FiKFCnC1q1b8fb2tsufLyIiIiIikt3ZNEP74Ycf8tprr7F161aaNGkCgJOTE0OGDGHDhg04OzvTuXNnuwa1F1dXV+rUqcOePXvuOb5r1y7MZrNdbqlOuR5FWHe/tDKbt3krKqwNxq14SVatWkW1atXYunVruoWqRERERERE5H9smqGdM2cOjRs3vu9YxYoVWbduHYsWLcrUYJkpJiaGlJQUAKxWK3fu3CEqKgoALy8vhgwZQvfu3Zk+fTp+fn6Eh4czffp0unbtiq+vb6ZmSfj1P5wd1IeUq5cB8B0xisJvvY3JZALuPuv1yy+/aK9ZERERERGRhzAZhmE87kUSExM5efIkNWrUyIxMma5Hjx4cOnTovmOffPIJ7du3Z/fu3cyYMYMzZ86QL18+2rVrx7Bhw3B2Tt/5jxw5Qs2aNR85R3TwRi6M+jtG0h3Mnp6UmjaHPE3+r737Do+iev8+/k6jBELvvYaW0HsgQADpIL0lqPReBYOU0AQjCogR8CsgEAKo9N5FpTeVotRAEnpJAqSQOs8f+WUflgSIiinweV0Xl+45Z2fuObsz2XvOmZlmLFiwgJ49e5ItW7a/vUwREUmcbgolImndxYsXdQwTeYUXJrSNGzdm0aJFlC5d2qx8y5YtNGzYEDs7O1PZuXPn6Ny5M3/99dd/G20q8XcTWiMmhttfzOLeN14ApCtSjOLfLCOjfVm++OILPvzwQ8qXL8/PP/9Mrly5/quwRUTeKkpoRSStU0Ir8movnNd68+ZNIiMjE5SPGzeOmzdv/qdBvUlinjzmWv9epmQ2s5Mz9ht2kNG+LGvXruXDDz8EwNHRkRw5cqRkqCIiIiIiImlKkp9DG+81zFB+azy9colrg3oT4XsFgNwf9KeA+2QsrK05fPgwrq6uANSrV49ly5bpulkREREREZG/4W8ntJI0wTu24P/RSGJDQ7FIl45C0z3J2ak7AJcvX6Zt27ZERERQunRpNm7cSIYMGVI4YhERERERkbRFCe1rZkRHc/vzmdz7dgEANvkKUGzBYjJVirth1oMHD2jZsiUPHz4kV65c7Nixg5w5c6ZkyCIiIiIiImmSEtrXKOrBffxGDCTk6CEAMtd2ouiXi7DJldvUZvTo0Vy5coUMGTKwefNmSpYsmVLhioiIiIiIpGlKaF+T0D9Oc31wX9PzZfP0G0z+Dz/G4rnH/sydOxc/Pz+GDx9OnTp1UiJUERERERGRN8JLE9rbt29ja2uboPzWrVukT5/e7PXbyjAMHq5Zyc1pEzAiI7HMlIkinvPI1qJNou1z5szJTz/9pBtAiYiIiIiI/EsvTWiHDRuWaPmQIUPMXhuGgYWFxeuLKo2IjXjKDY/xBP64GoD0JUpRfOFSMpSyN2u3evVqatWqRYkSJQCUzIqIiIiIiLwGL0xohw4dmpxxpDmRNwO4NrgP4efOAJD1nZYU+exLrOzszNpt374dV1dXcubMyf79+3FwcEiJcEVERERERN44Smj/oYvtmhETFAiWluT/cDx5+g9NMEp9+vRpunTpQmxsLIULF6ZYsWIpE6yIiIiIiMgbSDeF+odiggKxyp6DYl8uws7JOUG9v78/rVu3JjQ0lCJFirB161YyZ86cApGKiIiIiIi8mZTQ/kMZHStRfMES0hUolKDu0aNHtGrVitu3b5M1a1a2b99O/vz5UyBKERERERGRN5cS2n+o9PebsEyfIUF5ZGQkHTt25Ny5c9jY2LB+/XoqVKiQAhGKiIiIiIi82XS73X8osWQWYP78+ezbtw+AxYsX4+LikpxhiYiIiIiIvDU0QvuaDRs2jD/++IPSpUvTq1evlA5HRERERETkjaWE9jVLnz49K1asSOkwRERERERE3niacvwaHDhwgIMHD5peW1hYJHiEj4iIiIiIiLxeSmj/pT///JN3332XJk2asG3btpQOR0RERERE5K2hhPZfuHPnDi1btuTRo0dkz54dBweHlA5JRERERETkraGE9h8KDQ2ldevW+Pn5kSlTJrZt20bRokVTOiwREREREZG3hhLaf6h79+6cOnUKS0tLvv/+e6pWrZrSIYmIiIiIiLxVlND+Q1u2bAHAy8uLVq1apXA0IiIiIiIibx8ltP/C2LFjGTRoUEqHISIiIiIi8lZSQvsPdenShU8//TSlwxAREREREXlrKaH9h1avXo2lpbpPREREREQkpSgj+4eUzIqIiIiIiKQsZWUiIiIiIiKSJimhFRERERERkTRJCa2IiIiIiIikSUpoRUREREREJE1SQisiIiIiIiJpkhJaERERERERSZOU0IqIiIiIiEiapIRWRERERERE0iQltCIiIiIiIpImKaEVERERERGRNEkJrYiIiIiIiKRJSmhFREREREQkTVJCKyIiIiIiImmSEloRERERERFJk5TQioiIiIiISJqkhFZERERERETSJCW0IiIiIiIikiZZGIZhpHQQac2pU6dSOgQREREReUtUq1YtpUMQSbWU0IqIiIiIiEiapCnHIiIiIiIikiYpoRUREREREZE0SQnta7RmzRqaN2+Og4MDDRs2xMvLi9jYWFP93r176dKlC1WrVqV+/fqMGTOGmzdvpmDEqdOr+nHt2rW0bt0aBwcHGjRokKBe4hiGwdKlS3FwcMDd3T1BfVBQEO7u7tSsWZOqVavSp08frly5kgKRpm4//vgj7dq1o0qVKri4uODh4UFgYKCpfuPGjXTs2JEqVapQrVo1+vXrx4ULF1Iw4tQnIiKC+fPn06xZMxwdHalXrx4TJkwgKCjI1GbPnj20a9cOBwcHnJycmDFjBhERESkYder1qmOk9u2kedkx0jAMli1bRuvWralYsSK1atVixIgR+pudiFcdI0+cOEG3bt1M/eju7k5wcHAKRiwibxxDXosNGzYYZcuWNby9vQ1/f39j69atRpUqVYx58+YZhmEYO3fuNOzt7Y3PP//c8PX1NY4dO2a0bNnSaNmypREREZHC0acer+rHVatWGfb29sb8+fMNX19fY/v27UalSpWMOXPmpHDkqUtQUJAxYMAAw9nZ2ahcubLx0UcfmdVHRUUZ7du3N7p162acO3fOuHDhgvHee+8ZTk5ORlhYWApFnfosXbrUKFu2rPHdd98Z169fNw4cOGDUq1fP6NWrl2EYhrFy5UqjXLlyxnfffWf4+fkZp06dMtq3b284OTkZwcHBKRx96jF8+HCjbt26xp49ewx/f39j9+7dRs2aNY3evXsbhmEYR44cMcqWLWvMnTvX8Pf3N/Xz2LFjUzjy1OdVx0jt20nzqmOkp6enUblyZWPDhg2Gv7+/cfDgQaNx48ZG69atjaioqBSKOvV51THy6tWrhqOjozFhwgTD19fXOHr0qNGqVSujZ8+eKRx56vTDDz8Ybdu2NSpXrmw0atTImDx5svHw4UPDMAyjUaNGhr29faL/nv/+irxtlNC+Jo0bNzY+/PBDs7IFCxYYlSpVMkJCQoxOnToZrq6uZvUHDhww7O3tjV9++SU5Q03VXtWPDRo0MP0Ijvftt98aFStWNEJCQpIz1FTN29vb6NWrl/Hw4UOjfv36Cf7YbdiwwXB0dDTu3btnKrtz546xdetW48mTJ8kdbqoUGxtrODk5Ge7u7mblPj4+hr29vXH16lWje/fuxvjx483qT5w4Ydjb2xu7du1KznBTrcDAQKNmzZrGunXrzMq//vprw97e3ggKCjLc3NyM7t27m9Vv2rTJsLe3N/z9/ZMz3FTvVcdI7dtJ87JjZHR0tOHi4mJ89dVXZu/ZuHGjYW9vb5w7dy65w02VknKMdHd3Nxo1amRER0eb6k+ePGnY29sbR44cSe6QU7VXnRx4+PChce/ePbN/Fy9eNCpXrmxs3LgxhaMXSVmacvwaXL9+nYCAAJydnc3KnZ2dCQ8P5+TJk3z33XfMnz/frD5v3rwAhIWFJVusqdmr+nH37t3cvn2bmjVrmtU3bdqUp0+fcvLkyeQMN1Vr2LAhS5cuJUeOHInW7969m1q1apE7d25TWd68eWnVqhWZM2dOrjBTNQsLC7Zu3crHH39sVv7sfrtq1SpmzpxpVm9paWn237dd9uzZOXbsGB06dDArt7S0xMLCgqioKE6ePJnofg/wyy+/JFusqV1S/tZo306alx0jrays2LdvH0OHDjUrj9+nrayskiXG1C4px8iDBw/i5ORk1mdVq1bFzs5O+/YzDMNgyZIlvPvuu7z//vsULVqUBg0aMGjQII4ePYqvry85cuQgd+7cZv9WrFiBvb09bdu2TelNEElR+sX1Gly7dg2AwoULm5XHv/b19SVz5sxkz57drH7//v1YWVnh4OCQPIGmcq/qx/hrbp7/MZEzZ04A/Pz8/usQ04xChQq99EfXhQsXKF68ON9++y3NmjWjVq1aDBo0iFu3biVjlKlftmzZsLOzMyvbv38/mTNnpmTJkgnaX79+nc8//5wKFSokSDokjmEYHDt2jJUrV+Lq6kpQUBAxMTEJ9vv4vo8/LkjS/tZo306aVx0jn/fnn3+yYMECGjVqRNmyZf/DyNKWlx0jixUrxr179xJ8Xy0sLChYsCC+vr7JGWqqlpSTA887e/Ys69atY8KECVhYWCRLnCKplRLa1yAkJASATJkymZXb2toC8OTJkwTv+eOPP1iwYAFdu3alYMGC/32QaUBS+jFnzpycOXPGrD7+BjyhoaHJEOWb4cGDB+zcuZMLFy7w+eefM3v2bK5fv06PHj14+vRpSoeXau3Zs4e1a9cyaNAgMmbMaCr38fHB0dGRZs2akT9/flasWEG6dOlSMNLUafTo0Tg4ONC3b1969uzJxIkTX7jfQ9y+n9jx822VlGOk9u3Xa/bs2Tg4ONCxY0ecnJz46quvUjqkVO3ZY2T83+QX7dvx32eJ83dPoH799dc4OztTsWLF5ApRJNVSQpsCTpw4Qe/evaldu3aCs3Hycm5ubuzdu5cNGzYQGRnJxYsXmTlzJhkyZMDa2jqlw0szoqOjsbGxwdPTE0dHR5ydnZk9eza3b99m/fr1KR1eqrRjxw5GjRpFp06d6Nu3r1ld27Zt2bhxI15eXly6dIlevXrpx1oixo8fz4YNG5g4cSJLlixh4sSJKR3SG0f79uvVp08fNm7ciKenJ3v37mXgwIHExMSkdFip0suOkfL3vegEKsDFixc5cOAA/fv3T6HoRFIXJbSvQZYsWQAS/ICNH1mIrwfYtWsXffr0wdnZmQULFmBjY5N8gaZySenHvn374urqysSJE6lUqRL9+/dn8ODBWFpakitXrmSPOa2ys7OjXLlyZicBHBwcsLW11SNnEuHt7c3o0aNxdXVlxowZCert7OwoWbIkTZs2ZcmSJVy6dInVq1enQKSpW+7cubG3t6dr167MmDGDH3/80ZQcJHYC4MmTJ2bHz7ddUo6R2rdfrxw5clCqVCnatm3LV199xcGDB9m1a1dKh5XqJHaMjB9tTGzfDgkJ0b79Eq86ObBixQrKly9PtWrVUiA6kdRHCe1rUKJECQD8/f3Nyq9fvw5AqVKlAPjpp58YNWoUXbt2Zc6cOZqS+Jyk9KONjQ0ff/wxx48f58CBAxw4cIBy5coRFhZGuXLlkjvkNKtYsWI8evQo0TrdOMbc6tWr+eSTTxg7dizu7u6ma5UiIiLYtWtXgms88+TJQ9asWbl69WpKhJvq3L17l61btyb4UVu6dGkArl69irW1dYL9/t69e4SFhZmOn5K0Y6T27X/v0aNHbN++nXv37pmV29vbA2jffs6LjpG2trbkz58/wfc1OjqagIAA7dsv8KoTqDExMezdu5fGjRunQHQiqZMS2tegcOHCFC9enJ9//tms/KeffsLOzo4aNWpw9epVRo0ahaurqy7gf4Gk9OORI0f45ZdfyJQpE3nz5sXCwoItW7ZQpEgR3ajjb3B2dub333/n4cOHprLz588TFhZGmTJlUjCy1OXIkSNMmzaN8ePH07t3b7M6Kysr3N3dWbp0qVn5/fv3efjwIfnz50/OUFOtO3fuMGbMGH766Sez8osXLwJQtGhRateuneh+b2lpSYMGDZIt1tQuKcdI7dv/XmRkJKNGjUowRTt+hFv79v/3smMkxP2tOXToENHR0aayo0ePEh4eTqNGjZIz1DThRScHnnXixAmCg4Np2LBh8gcokkpZTZkyZUpKB/EmyJEjB19//TVZs2YlV65c/PLLL8yZM4dhw4ZRo0YNxo4dS0xMDNOnTyc8PJywsDDTP0Cjtf/nVf24evVqZs+eTdGiRbG1tWXPnj188cUXTJ06NdGbJrytgoODefLkCWFhYaxZs4Y8efJQrVo1wsLCsLKyonz58qxfv56DBw/i6OiIn58fkyZNws7ODg8PDz2Wgri78Q4YMICSJUsybNgws302LCwMGxsbrKysWLZsGRkyZCB79uz4+fnh4eHBkydPmDVrVqI3Q3nb5MuXj99++41NmzZRoEABMmTIwKlTp5g5cyalS5dmxIgRFClShEWLFhEZGUmhQoX4/fffmT59Oh07dqRVq1YpvQmpyquOkfb29tq3k+Blx0g7OzsePnzI6tWryZkzJ3Z2dvz5559MnToVW1tbPDw8dLkQrz5GWllZUbZsWZYtW8aNGzcoWbIkV65cYfLkyVStWpV+/fql9CakKkeOHGH06NGMHz+eDz744IXt1q5dy/nz55k0aZIGR0T+j4VhGEZKB/GmWL9+Pf/73/+4ceMGefPmxdXV1XRQetmZ8aFDhzJs2LDkCjPVe1k/RkVF8cUXX7B161aCg4MpWbIkgwcPplmzZikcderi5ubG8ePHE62bNWsWHTp0wM/Pj5kzZ3L8+HEsLCyoX78+kydPNj0G6W138+ZNXFxcXlg/a9Ys2rdvz/Lly/nhhx/w9/cnW7ZsODo6MnLkSI2GPSMkJIR58+axe/duAgMDyZs3L/Xr12f48OGm54AeOHCAefPmceXKFbJnz0779u0ZPny4bvaWiJcdIwHt20nwqmNk69atWbhwIZs3b+bu3bvkypWLatWqMXr0aD2Z4P8k5RjZoUMHfv/9dzw9PTl//jy2trY0a9aMcePG6YTfMwzDoFWrVuTIkYO5c+cmqLezsyNDhgwADB8+HF9fX7Zu3ZrcYYqkWkpoRURERERSSFJPDgC89957REREsGbNmuQKTyTVU0IrIiIiIiIiaZJuCiUiIiIiIiJpkhJaERERERERSZOU0IqIiIiIiEiapIRWRERERERE0iQltCIiIiIiIpImKaEVERERERGRNEkJrYiIiIiIiKRJSmhFREREREQkTVJCKyIiIiIiImmSEloRERERERFJk5TQioiIiIiISJqkhFZERERERETSJCW0IiIiIiIikiYpoRUREREREZE0SQmtiIiIiIiIpElKaEVERERERCRNUkIrIiIiIiIiaZISWhEREREREUmTlNCKiIiIiIhImqSEVkRERERERNIkJbQiIiIiIiKSJr31Ca27uztlypRhwoQJL2zTsWNHypQpw/r165MxMhEReZW5c+e+8hguIiIib663PqEFsLW1ZefOnYSHhyeou3LlCr6+vikQlYiIvExMTAzr16+nXLly7NixI9FjuIiIiLzZlNAC5cqVw9LSkt27dyeo27hxIzVq1EiBqERE5GV+/fVXHjx4wKxZs4iIiGDXrl0pHZKIiIgkMyW0gJWVFc7OzmzYsMGsPDY2li1bttCgQQOzcl9fX4YMGUKNGjVwcHCgadOmLFy4kNjYWFMbNzc3hg8fzpw5c6hSpQo//vhjsmyLiMjbYu3atdSpU4dy5crh7OzMunXrzOpdXFzw8PBg2bJlNGzYEEdHRzp37szZs2dNbdzd3enQoQMrV66kRo0azJ07N7k3Q0RERP4FJbT/p0WLFhw7dozbt2+byo4ePcr9+/dp3ry5qSw2Npb+/ftz//59VqxYwa5duxgxYgRff/01Pj4+Zsu8cOECt27dYv369bRo0SLZtkVE5E338OFDDhw4QIcOHYC4ex2cOHGCgIAAs3Y///wzf/31F4sXL8bHx4fo6GgGDhxoNj05KCiIX3/9FR8fH3r37p2s2yEiIiL/jhLa/9OgQQOyZMliNkq7ceNG6tSpQ86cOc3aLl26lAULFlCuXDkKFixI69atKV++PL/++qtZu1u3buHh4UHx4sXJnDlzsmyHiMjbYOPGjWTMmJGmTZsCccfwHDlyJJhpEx4ezvTp0ylVqhQVK1Zk3LhxPHjwgMOHD5va3Lp1i3HjxmFvb0/WrFmTdTtERETk31FC+39sbGxo1qyZ6cdQaGgoe/bsoXXr1mbtLC0tefLkCZ988gkuLi5UrVqVKlWqcPbsWYKDg83aFi1aFDs7u2TbBhGRt8XatWtp0aIF6dOnB+KO4W3btmXjxo0YhmFq5+DgQLp06UyvK1SoAGA2kpsxY0ZKliyZTJGLiIjI62Sd0gGkJm3btuX777/n5MmT3Lhxg5iYGNPZ/3i3b9/G1dWV4sWLM3nyZAoXLoy1tTUffvhhguVlypQpuUIXEXlrnD59Gl9fX3x9ffn+++8T1B89epQ6deoAJJgdY2trC8Djx49NZTpWi4iIpF1KaJ9RrVo1ChYsyM6dO7l27RoNGzZM8GNo7969hIWFMWfOHIoVK2Yqf/z4saaqiYgkg7Vr11KqVCk+//zzBHUTJkxg3bp1poT2+Uf5hIaGApAtW7b/PlARERH5zymhfYaFhQVt2rRh27Zt3LlzJ9G7XUZFRQHmP4ZOnz7N9evXqVixYrLFKiLyNgoNDWXHjh3069ePcuXKJahv06YN8+bNIyQkBIAzZ84QERFhmpp8/vx5AE0xFhEReUPoGtrntGnThoCAADJmzJjgcT0AlStXBuCbb77hxo0b7N69m2nTptGoUSNu3rzJ9evXzR7fIyIir8/27dsJCwujVatWida3aNGCiIgItm3bBsRdWztx4kQuX77MH3/8gaenJ/nz56d27drJGbaIiIj8RzRC+5xSpUpRvnx5ypUrZ3YjkXhVq1ZlzJgxeHt7s2bNGhwdHfniiy8ICgpiyJAhdO3alf3796dA5CIib75169ZRoUIFihYtmmh9vnz5qFKlCuvXrwegevXqlC9fnn79+vHgwQPKlSvHggULsLKySs6wRURE5D9iYTx7O0gREZE3hIuLC5UqVUr08hERERF5M2jKsYiIiIiIiKRJSmhFREREREQkTdKUYxEREREREUmTNEIrIiIiIiIiaZISWhEREREREUmT3tqE9scff6Rdu3ZUqVIFFxcXPDw8CAwMNNWfOHGCbt26UbFiRWrVqoW7uzvBwcFmy7h48SIDBgygTp061KxZk169enHy5EmzNo8ePWL8+PHUrl0bR0dHunTpwrFjx5JlG0VERERERN5kb2VC+9133zF58mTat2/Pxo0b8fDwYP/+/YwaNQoAX19f+vTpQ6lSpdi0aRPz58/n3LlzDB061LSMgIAAevbsiWEYLFmyhJUrV5IlSxb69OnDtWvXTO2GDRvG6dOn8fLyYsOGDTg4ONC3b1+uXLmS7NstIiIiIiLyJnnrbgplGAb169enfv36zJo1y1S+atUqpk6dyo4dO/j22285duwYe/bswcrKCoBTp07Ro0cPli9fTu3atZk9ezarVq3i8OHDZMyYEYCQkBBq1qxJnz59GDNmDCdOnMDV1ZVly5ZRp04d0/qbN29O5cqV8fT0TP4OEBEREREReUNYp3QAyc3CwoKtW7eaEtV4efPmBSAsLIyDBw/SsGFDszZVq1bFzs6OX375hdq1azN8+HDee+89UzILkDlzZjJnzkxYWBgABw8eJEOGDNSoUcNs/fXr12fbtm3/5WaKiIiIiIi88d7KKcfZsmXDzs7OrGz//v1kzpyZYsWKce/ePQoXLmxWb2FhQcGCBfH19QUgffr05MmTx6zNyZMnefToERUrVgTg2rVr5M+fH2tr8/MGhQoVIjAwMME1uSIiIiIiIpJ0b2VC+7w9e/awdu1aBg0aRGhoKACZMmVK0M7W1paQkJBElxEUFIS7uztly5alVatWQNwU5MSWE1/25MmT17UJIiIiIiIib523PqHdsWMHo0aNolOnTvTt2/cfLePu3bu4ubkRGxvLokWLEozIioiIiIiIyOv3Vie03t7ejB49GldXV2bMmAFgmoqc2EhsSEgIWbJkMSu7evUq3bp1w8LCgtWrV5M/f35TnZ2dXaLLiR+ZzZo162vbFhERERERkbfNW5vQrl69mk8++YSxY8fi7u6OhYUFEDetOH/+/Pj7+5u1j46OJiAggFKlSpnKAgICeO+99yhQoACrVq0y3VgqXokSJbh9+zbR0dFm5devXyd37twJkmMRERERERFJurcyoT1y5AjTpk1j/Pjx9O7dO0G9s4C69UgAAB6JSURBVLMzhw4dMktEjx49Snh4OI0aNQIgIiKCAQMGUKhQIZYsWZLgJlMADRo0ICIigiNHjpjKoqOj+eWXX3BxcfkPtkxEREREROTt8VY+h7ZVq1bkyJGDuXPnJqi3s7Pj/v37tG3blhYtWtC/f38ePHjAxx9/TIkSJVi0aBEA//vf/5g/fz6rVq0ym2YMYGNjQ7Zs2QDo168ffn5+zJw5k9y5c/PNN9+wc+dONm3alOBOyiIiIiIiIpJ0b11Ce/PmzZeOjs6aNYsOHTrw+++/4+npyfnz57G1taVZs2aMGzfOdIdiNzc3jh8/nugyatasibe3NxB33e2nn37Knj17CA8Px9HRkY8++sj0aB8RERERERH5Z966hFZERERERETeDG/lNbQiIiIiIiKS9imhFRERERERkTRJCa2IiIiIiIikSUpoRUREREREJE1SQisiIiIiIiJpknVKB/Bv3LhxgzZt2uDg4ABAZGQkY8eOpXr16q91PZcuXWL69OmmR/H8W2fOnGH27NlERkYSFRWFi4sLQ4YMwcLCgsDAQGbMmMH169cBKFGiBBMnTiRLliw0btyYtWvXkjNnTtOyRo8eTbNmzfjpp59o1qwZjRo1wsXFhXz58mFpaUlMTAytWrXC1dU1QRxJbfesXbt20axZsyRtZ4UKFahatSoA0dHR5M6dm5kzZ5I5c+Yk9tTf88svv3Djxg169OjBzp07ad68+WtZrpubG5MmTcLe3v5vve/JkycMHjyYv/76i1WrVr3w/S4uLmzZssX0SKh/4/llHTt2DB8fH+bPn/+vlgMwatQoZs2aRYYMGf5RbNevX2fmzJkEBgYSGxtLlSpV+Oijj0iXLh3Hjh3jyy+/xNLSktDQUNq1a8f7778PwLx58zh8+DDp06cnKioKDw8PypUrh7u7O+fPnzc98zk+7g8++MBsvaGhoQwaNIivvvqKrFmzEhERgZOTE0OHDjWtIyn+97//UaNGDa5du8bly5f56KOPzOo/++wzTp06RXR0NAMGDOCdd95h+PDhBAUFARAcHEzlypWZPn16osu/ffs248ePJzo6Gmtra2bPnk3u3LnZvHkzy5cvx9LSki5dutC5c2eio6OZMGEC/v7+xMTEMG7cOKpXr86FCxeYMmUKAGXKlGHq1KmsXLmS6Ojov7WtIiIiImmGkYYFBAQY7du3N70+fvy40bt379e+nosXLxqurq6vZVlPnjwx3nnnHePixYuGYRhGZGSkMXjwYOP77783DMMwevfubWzYsMHUfseOHUaPHj0MwzCMWbNmGT4+Pqa68PBwo379+sbTp0+Njz76yNi/f79hGIbRqFEjIyQkxLS+AQMGGKtWrUoQS1LbxQsICDCGDRuW5G2tWbOm2ev58+cbXl5eSX7/v/Hs9+LfcnV1NX1e/8X7n/0c/q3nl3X06NG/9Zn9FzEZhmFER0cbrVu3No4dO2YYhmHExsYa06ZNM+bMmWMYhmG88847xp07dwzDiPted+3a1bh7965x7Ngxo3///kZsbKxhGIZx5MgRY/To0YZhGGbf+Zf59NNPjS1btphe79y502jWrJnRuXPnf7Qt69atMz799FOzsiNHjhh9+/Y1DMMwAgMDjQYNGiR4n7u7u/HHH3+8cLnjxo0ztm3bZhiGYaxcudLw9PQ0QkNDjXfeecd4/PixER4ebrRq1coICgoy1q5da3h4eBiGYRiXLl0yOnbsaBhG3Hctfh2jR482Dhw4YMTGxhqdO3c29e9/wdXV1ahbt+5/tnwRERGRF0nTI7TPe/DgAXny5AHgwoULTJ06FWtraywtLfnyyy/JlCkTY8eO5f79+0RGRjJs2DCcnZ3x8fFhy5YtWFpa0qRJE3r37s2dO3cYMWIE6dKlo0yZMomu77PPPuP06dPExMTQs2dP3n33Xdzc3Khbty5Hjx4lKCiIRYsWUaBAAdN7tmzZQuPGjU2jdTY2Nnh6epIxY0auXr3K48ePeffdd03tmzdvzqpVqzh79iytW7fG09OTHj16APDzzz/j5ORE+vTpX9gnmTNnZsqUKbz//vt07949ye02b97MypUrsbS0pHTp0kyfPp1p06Zx5swZvLy86NSpE2PHjgXiRl89PT0pUqTISz+fihUrsm3bNgB2797N0qVLsba2xsHBAXd3d9avX8+vv/5KSEgId+7c4f3336djx44cO3aMuXPnYm1tTd68eZk1axYPHjxg7NixptHl2bNnc+zYMS5fvkzOnDm5ePEiQ4cOxcvL64WfU+nSpYmJieHQoUNs2rSJTJkycerUKb777ju8vLzMYl+7di1//fUX4eHhfPnll8yePZuuXbtSp04dIiMjadmyJTt37sTa+sW71JMnT3B3d+fx48dER0czceJEKlSoAICPjw8///wzMTExLF68mN27d3Pq1CkCAwO5du0affr0oXPnzvzvf/9jz549WFpa0qhRIwYOHPjSPn9WYv24devWRPs83u3btxkyZAiLFi2iW7dubNmyhenTp5MnTx7Onz/PrVu3+Pzzz7G3t09034p36NAhSpQoQc2aNQGwsLAwfX4QN3oZFhYGQIYMGVizZg0QN5shLCyMmJgYrK2tqV27NrVr107yNkdERLBr1y4+/PBDU9nWrVsZPnw4np6eBAQEULhw4Rd+99555x2cnZ3JmTMnfn5+L5ydUKNGDSpWrAhAlixZCA8PJyYmBisrKwB8fX158uSJqU1iPDw8TPty9uzZOX/+PH/88QeOjo7Y2dkBULVqVU6fPk3btm1p3bo1ADly5CA4OJjIyEhu3rxpWkejRo04cuQIDRo0oHPnzqxatYpRo0Ylue/+a4GBgdStW5e9e/dSqFChlA5HRERE0qg0fw3ttWvXcHNzo0uXLnz66af06dMHgIcPHzJp0iS8vb2pWrUqW7Zs4dKlSwQFBeHj48OSJUt49OgRAQEB7Ny5k9WrV+Pj48Pu3bu5desWK1asoGXLlnh7e5uS5GedOHGCy5cvs2bNGpYvX46XlxchISFAXHK4fPlynJ2d2b17t9n7fH19KVeunFlZ5syZsbKy4tq1awnqAMqVK8e1a9dwcHDg4cOH3Lt3D4AdO3aYftS+TL58+QgJCSE6OjrJ7cLDw1m8eDFr1qzB19eXixcv0qdPH2rWrMnQoUO5d+8eQ4YMwdvbm44dO7Jq1aqXLtswDHbv3k358uUJDQ1l4cKFrFixgpUrV3L79m1OnToFwJUrV1i4cCHLly9n3rx5xMbG4uHhwdy5c1m5ciVZs2Zly5Yt7Nq1i7p16+Lt7c2ECRO4f/++aV19+/Ylc+bMeHl5vfRzKl26NFOnTqVp06bs378fgH379iXap7ly5cLb25t3330Xb29v2rVrx/bt2wE4cuQIzs7OL01mAZYvX06lSpXw9vbm448/ZtasWaa60qVL4+PjQ4ECBTh69CgQN9Xdy8uLr7/+mpUrVwKwdOlSVq9ezZo1a8iSJUui6+nXrx9ubm64ubkxc+ZMU3li/fiiPoe4ZHDcuHHMmDEjwT4QGRnJkiVL6NWrFxs3bkx033pWYt/7DBkykC5dOgBGjBhBp06dGDRoED4+Pqb3x/drkyZNmDx5Mj///DOGYby0n5915swZ7O3tTYllSEgIJ06cwMXFhZYtW5o+wxf1Q3R0NM7OzgwaNOil67GyssLW1haIO/nh7OxsWifAihUrXjmd39bWFisrK2JiYli1ahVt2rThwYMH5MiRw9QmR44c3L9/HxsbG1Pyu3z5clq3bk1QUJDZdyJnzpym/aJ69eocO3YsKV2WbE6dOvW3PksRERGRxKT5hLZ48eJ4e3vzww8/sHTpUkaNGkV0dDQ5c+Zkzpw5uLq6sm3bNoKDgylRogShoaGMHTuWo0eP0qpVK86ePYufnx+9evWiV69ehIaGcvPmTa5evUqVKlUAqFWrVoL1njt3jho1agBxP0RLlSqFn58fgOka3vgE8VkWFhbExMS8cHsSqzMMw/TjuGXLluzatYvw8HDOnz+f5NGqsLAw02hYUtplzZqVwYMH4+rqytWrVwkODjZrlzt3bry9venZsyfLly9PUA9xyUN8YlW3bl0yZcqEq6srV65c4datW/Tp0wc3Nzf8/Py4desWEDfSZW1tTY4cOciaNStBQUFYWFiQP39+IO6z+Ouvv3BycmLTpk18+umnREZGUrly5US352WfU/xI1rPJ6fHjx2nUqFGC5cR/BypWrMi1a9eoX78+p06dIioqin379tGmTZtX9u25c+dMy3F0dDTFAVCtWjUA8ubNy5MnTwCoXLkyVlZW5MuXz1TWrFkzPvjgA3744Qfatm2b6Hq+/fZbvL29TYkzxI2AJtaPkHifA0yZMgUXFxfKly+fYB3Pf8cT27ee9arvffx1z++88w6HDx+mVatW3Lt3j3Tp0vHdd9/x1VdfUbBgQWbNmoW7u7vpfXPmzDF9x9zc3Pjtt9/Mlnvv3j3y5ctner1r1y7q1atHhgwZaN26NVu3bjXVvagfXjaq+ry9e/eydu1aJk+ebCqLjIzk1KlTSdpX46+HrV27NnXq1ElQ/3wC6OPjw/nz5xkyZMhL2+bLl487d+4keTteJDY2lrlz51KvXj0qVqxIhw4dOHz4cIJ2+/fvp3v37lSuXJmqVavSoUMHs5MH7u7uDB06FIDGjRvj4uJiqjtz5gx9+/alWrVqVKpUiQ4dOrBp06Z/HbuIiIi8md6oKcclS5Ykffr03L59m08++YR+/frh7OzMkiVLCAsLI2PGjPzwww+cPn2aDRs28NNPP+Hi4kLDhg2ZNm2a2bK+/fZbUwIYP2L1LAsLC7PXUVFRpvbPjsw8/wO0RIkSnD171mxacWBgIOHh4ZQoUSLBVFeAv/76iw4dOgDQunVrJkyYQJ48eWjQoIHZul7k6tWrFClS5JUJbXy76Ohopk2bxqZNm8idOzcDBgxI0Hb+/PnUq1eP7t27s3PnTg4cOJCgTebMmU030vL09CRv3rxYW1tjY2ODg4MDS5YsMWu/fv16s742DAMLCwuzPoyKisLCwgJ7e3s2bdrEoUOHmDNnjtk02We97HOysbEBoGzZsjx48IAzZ85QunTpRKdwP7scCwsLrK2tcXJy4siRI1y+fNl08iPew4cPTTfvio2NxcrKKsG2PLutiX1nEhvxnTp1KlevXmXHjh24ubnx448/vnJkOD7mxPrx+Tji+xzikutNmzbRs2dP00jqi+JNbN96dgS6RIkS+Pj4mC0jMjKS69evY29vz9OnT8mdOzft27enffv2jB8/nkOHDtG2bVtiY2NxdHTE0dERNzc3nJ2dTcnx6NGjEz0B8fy2x9u6dSv+/v60a9cOiLtR1ZUrV17aD/Hfk1f59ddfWbRoEYsXLzZNEYa42RxJTYrHjx9P0aJFTclenjx5ePDggan+3r17ppM3P/74I/v372fBggXY2NiYph7Hu3v3bqKzS/6NhQsXsmjRIrp3706zZs24e/cunp6ephMuEDdjYciQIbzzzjuMGDGC2NhYli9fzqhRo7Czs6N+/foMHToUGxsbfvjhBxYuXEjBggUB+PPPP3F1daVcuXJ89tlnZMiQgW3btjFu3DjCw8Pp1q3ba90eERERSfvS/Ajts4KDg7l//z558+YlODiYIkWKEBkZyc8//0xUVBTnz59ny5YtVK9enSlTpnD16lUqVKjAsWPHCA8PxzAMZsyYwdOnTylevDjnzp0DSHSqnoODg6k8NDQUf39/ihYt+soY27Rpw4EDBzhz5gwQ96N+ypQpHD58mBIlSpA7d27T9YMQN6JkZWVF2bJlAShWrBjR0dFs3LgxSaOCoaGhfPLJJ4kmpS9qFxoaipWVFblz5+b27ducO3fOlAjGT1sOCgqiSJEiGIbBvn37iIqKeunyBw8ejI+PD/fu3aN48eJcvXqVhw8fAnHJ8d27dwH4/fffiYmJITAwkNDQULJly4aFhYVpBPf48eM4ODiwbds2Ll++TJMmTRgxYoTps4oXn7wl9XNq0aIF06ZNe2Gfnjx50hRfiRIlgLiR3fnz55uuC33WkCFD+OOPP4iMjOTu3bsUKFAAR0dHUyy///47pUuXfmmfPe/Jkyd4eXlRsmRJhg4dStasWRPMAHiRrFmzJtqP8bE83+cAI0eOxMXFha+//vqVy09s33qWk5MTN2/eNE3tjo2NZfbs2Wzfvp3r16/ToUMHQkNDTXX37t2jcOHCzJ8/3+wkT2BgILly5UrSiRyISwjjRybv37/PlStX2LVrF5s2bWLTpk0MGDDANEr7on5IiidPnvDZZ5/xzTffJHjf2bNnTfvvy2zevBkbGxuGDx9uKqtUqRJnz57l8ePHhIaGcvr0aapXr05AQABr1qzBy8vLdALGxsaGEiVKmL6ru3fvpn79+kBccvvsSPU/ERsby8qVK6lYsSJTpkyhTp06vPvuu3z++efcvHnT1O7mzZs4OTkxa9YsateuTd26dZk9ezYWFhamvi5UqJAp2ba3tzfdp2Du3LlkyZKFxYsX07hxY5ycnJg5cyZ16tRh3rx5r7xsQkRERN4+aX6ENv4aWoi75m/SpEmkS5cOV1dXhgwZQuHChXFzc2PatGnUq1ePzZs38/3332NlZUWfPn0oUKAAvXr1omfPnlhZWdGkSRMyZMhAr169GDlyJHv27En0cSvVq1fHwcGBnj17Eh0dzZgxY0zX0L1MpkyZ+Pbbb/Hw8ODp06dYWVnRpk0bOnfuDMT9oJsxYwbff/89FhYWFClShM8//9xsGS1atMDHx4dKlSq9cD39+vUD4n5od+zYkRYtWvytdk5OTnTs2JGyZcvSt29fZs2ahbe3N3/++SczZ86ka9euTJ8+nYIFC5oea3Pw4EHq1auX6Hrs7Ozo27cvnp6efPHFF3z88cf069ePdOnSUb58edOP24IFCzJixAj8/PwYOXIklpaWTJ8+nTFjxmBtbU3hwoVp1aoVFy9exMPDw3Td4cSJE/njjz9M6ytXrhydOnVi7dq1SfqcWrZsydKlS184LfThw4f07duXx48fmx6B4+DgwKNHjxJNgt3d3Zk6dSpWVlb079+fjBkz0qtXLz7++GN69eqFYRhm01KTws7OjqCgIDp16oStrS1VqlT5W0lXYv24efPmRPs83sCBA+natStNmzZ96bILFSrEnDlzzPatZ1laWrJkyRImT56Ml5cX6dKlo27dugwdOhRLS0v69evH+++/T4YMGUyPsqpevToVKlRg2rRpdOnShYwZMxIbG4unp6dpuXPmzGHp0qWm1yVLljQ9tgbipgtfvHiRmJgYtm/fTuvWrc1GtNu3b0/v3r0ZMGDAS/vhVbZv305QUBAjR440lXl6elKgQAHu37+f4IZpgwYNYuHChWZlq1atIiIiwnQ8i9+WMWPG0KdPHywsLBgyZAh2dnZ8++23BAcH079/f9P7lyxZwscff8zkyZOJjY2lUqVK1K1bF4gbJU7s0om/4+bNmwQGBtKlSxez8tKlS1OwYEEiIiIA6NSpE506dTJrkyVLFrJly8bt27dfuPyoqCiOHj1K69atzUa4AZo2bcqRI0fw8/OjZMmS/2o7RERE5M1iYeiuHJJKrF+/PtHneyaHdevWcfPmTbPRsVe5du0aU6dOZdmyZf9dYP+xlOzz5DJr1iwqVapEy5YtX9gmufvB09MzWfu8a9euzJs3z3QN9T9x+vRpunfvzqRJkxLc4Kpbt24EBARw6NAhwsPDWbJkCTt37uTmzZumu1cD1KxZ03QZwldffYWXlxf79u2jUKFC3L9//4UnxOItW7Ys0WuLRURE5O2V5kdoRf6tiRMnEhAQkKSptfFWr17NDz/8wKeffvofRiavw7BhwxgyZAhOTk5kzZo1pcMBMN2oLDn4+PjQvHnzf5XMQsL7Abyo7sMPP2Tv3r24urrSpEkT03T3999/P0nradWqlWnmyPP0eB8RERF5nhJaSTXib3yV3GbMmPG339O9e/eXPtc3rUipPk9O8Y/Repnk7odn7+r7X+vZs+drWU7844Pir31/VvxU4pCQEPbt20ejRo2YNGmSqT4iIuKV13tnz56d9OnT8/Tp00QfXyYiIiKSmDR9U6gbN25QpUoV0yM7unbtarohysscOnTI9J4KFSqY/v/MmTO4ublx6dKlZIg+cQMHDuTIkSOm1/369TO7O+zMmTNZs2YNn3zyCQEBAX9r2S4uLqYb78QbNWoUT58+/XdBi8gbr0iRImTJkoWDBw+alZ87d850U7eYmBgMw0hwA6qVK1cSHR1t9uim5++ybW1tTa1atTh48CCBgYFm71+3bh0LFizQc2tFREQkgTQ/Qhv/HFqIu/HJwoULEzwO5nlOTk44OTkBcc/jjH9/alCrVi1OnDhBnTp1iI2N5c6dO5w8edI0ynLy5Em6d+/+2h5fMXfu3NeyHBF5s1lZWdGlSxcWL16Mh4cHzZs35+7du3z99dcUK1aMkJAQsmbNSpkyZdi+fTs1atQgT5487N69G19fX6pUqcKlS5c4fPgwVapUIXfu3ACsWLGCqlWr0qxZM4YPH06PHj1MN+XLmjUrx44dY9GiRXTp0iXBY7hERERE0vQI7fMePHhAnjx5ePz4Mc2aNTOdzd+8ebPZMzFfZceOHbz33nu0a9fO9JiTzz77jG7dutG5c2c2btwIgJubG15eXnTv3p2ePXvy448/0qNHD9zc3IiJieHOnTum0d/u3bvj7+8PxE1xjV/W+vXrzdYdn9ACXLx4kcqVK5veFxISQlBQEMWLFzeNJIeEhDB8+HDee+89XF1duXDhAhA3Ct2xY0e6dOmS4KZFt2/fpkOHDty7dy/RUVsRkcSMHDmS999/nz179tC/f3+WL1/OlClTTI/dgbg7T5cpU4aJEycycuRIIiMjmT9/Pn379sXKyopRo0YRGBhIy5YtqV69OmvWrGHWrFnExMTg6OiIj48P+fLl46OPPuKDDz5g69atfPjhh0ycODEFt1xERERSqzQ/Qhv/2J6IiAju3r3LkiVLyJIlC2XKlOG3336jatWq7Nu3j759+yZ5mTlz5mT58uV88cUX7N69mwoVKnD58mXWrFlDWFgYbdu2pUmTJgDkzp2b1atX061bNx49esSqVavo0aMHly5dIioqiiFDhlC7dm3Wrl3LqlWrGDhwIAcOHGDv3r1ERUWxYcMGs3WXLVsWPz8/IiMjOXnyJFWqVOHx48f4+fnh7+9PtWrVzNovX76c+vXr07lzZ65cucInn3zC0qVLmTp1KmvWrCFr1qwMHjzYNKIbERHBuHHjmDFjhulROSIiSWFjY8P48eMZP368WXn8jBeAUqVKJTrrpUmTJqbjZrxnL6eIV7FiRRYvXvyaIhYREZE3XZpPaJ+dcnz16lVGjhzJhg0baNeuHdu3b8fBwYEbN27g6OiY5GXGJ4158+YlODiYc+fOme5KamtrS6lSpfDz8wPifnwB5MmTh/LlywOQK1cunjx5QuHChZkxYwZfffUVjx8/pkKFCmTLlo1ixYoxaNAgmjdvzrvvvmu2bktLSxwdHTl79iwnT55kzJgxhISEcPLkSfz9/RM8S/K3334jMDCQzZs3AxAeHk5gYCDp06c33cTlm2++MbWfMmUKLi4uplhFRERERETSqjdqynHJkiVJnz49t2/fxtnZmePHj3P06FEaNWr0t5ZjZWVl+n/DMBJctxUVFYWlpWWCts+/b/78+dSrVw8fHx+GDBliqlu8eDFDhw7lwoULDBw4MMH6a9WqxenTp/H396dIkSJUq1aN3377jVOnTlG7dm2ztjY2NkyaNAlvb2+8vb1Zu3YtlpaWphutPC9v3rxs2rSJyMjIv9EjIiIiIiIiqc8bldAGBwdz//598ubNi42NDTVq1GD+/Pm0adPmXy3XwcGBY8eOARAaGoq/vz9FixZ95fuCgoIoUqQIhmGwb98+oqKiuHHjBitWrKBChQp89NFHBAcHJ3hfrVq12L17N0WKFAHipiFfuXKFoKAgChcubNa2UqVK7N27F4ArV67w3XffkT17dmJiYrh79y6GYTBgwAAeP34MxF0D5+Li8reeuSoiIiIiIpIapfkpx/HX0ELc9aGTJk0iXbp0ALRo0YIzZ84kKfl8merVq+Pg4EDPnj2Jjo5mzJgx2NravvJ9Xbt2Zfr06RQsWBA3NzcmTZrE9evX+e2339i+fTs2NjZ07Ngxwfvs7e0JCAgwJeJWVlZkypSJYsWKJWjr6urK+PHj6dGjB7GxsUyYMAEADw8Phg8fDsT1Q5YsWUzvGThwIF27dqVp06b/pDtERERERERSBQvjDX6w3/z58ylYsGCiSaOIiIiIiIikbWl+hPZF+vfvT4YMGcyuXRUREREREZE3xxs9QisiIiIiIiJvrjfqplAiIiIiIiLy9lBCKyIiIiIiImnS/wNhdV5+qOpNXwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#hide_input\n",
    "sns.set_palette(sns.hls_palette(8, l=.45, s=.8)) # 8 countries max\n",
    "fig, ax = plt.subplots(figsize=(12, 8))\n",
    "p_crit = .05\n",
    "# 28000 ICU beds total, 80% occupied\n",
    "icu_germany = 28000\n",
    "icu_germany_free = .2\n",
    "\n",
    "df_tmp = df.loc[lambda x: (x.country == 'Germany') & (x.confirmed > 100)].critical_estimate\n",
    "df_tmp.plot(ax=ax)\n",
    "\n",
    "x = np.linspace(0, 30, 30)\n",
    "pd.Series(index=pd.date_range(df_tmp.index[0], periods=30),\n",
    "          data=100*p_crit * (1.33) ** x).plot(ax=ax,ls='--', color='k', label='33% daily growth')\n",
    "\n",
    "ax.axhline(icu_germany, color='.3', ls='-.', label='Total ICU beds')\n",
    "ax.axhline(icu_germany * icu_germany_free, color='.5', ls=':', label='Free ICU beds')\n",
    "ax.set(yscale='log',\n",
    "       title='When will Germany run out of ICU beds?',\n",
    "       ylabel='Expected critical cases (assuming {:.0f}% critical)'.format(100 * p_crit),\n",
    ")\n",
    "ax.get_yaxis().set_major_formatter(matplotlib.ticker.ScalarFormatter())\n",
    "ax.legend(bbox_to_anchor=(1.0, 1.0))\n",
    "sns.despine()\n",
    "ax.annotate(**annotate_kwargs);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "papermill": {
     "duration": 0.023793,
     "end_time": "2020-04-28T12:07:55.105799",
     "exception": false,
     "start_time": "2020-04-28T12:07:55.082006",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "Updated daily by [GitHub Actions](https://github.com/features/actions)."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "papermill": {
     "duration": 0.023374,
     "end_time": "2020-04-28T12:07:55.153451",
     "exception": false,
     "start_time": "2020-04-28T12:07:55.130077",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "This visualization was made by [Thomas Wiecki](https://twitter.com/twiecki)[^1].\n",
    "\n",
    "[^1]:  Data sourced from [\"2019 Novel Coronavirus COVID-19 (2019-nCoV) Data Repository by Johns Hopkins CSSE\"](https://systems.jhu.edu/research/public-health/ncov/) [GitHub repository](https://github.com/CSSEGISandData/COVID-19) and recreates the (pay-walled) plot in the [Financial Times]( https://www.ft.com/content/a26fbf7e-48f8-11ea-aeb3-955839e06441). This code is provided under the [BSD-3 License](https://github.com/twiecki/covid19/blob/master/LICENSE). Link to [original notebook](https://github.com/twiecki/covid19/blob/master/covid19_growth.ipynb)."
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "visualization-curriculum-gF8wUgMm",
   "language": "python",
   "name": "visualization-curriculum-gf8wugmm"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.10"
  },
  "papermill": {
   "duration": 15.497422,
   "end_time": "2020-04-28T12:07:55.284431",
   "environment_variables": {},
   "exception": null,
   "input_path": "2020-03-14-covid19_growth.ipynb",
   "output_path": "2020-03-14-covid19_growth.ipynb",
   "parameters": {},
   "start_time": "2020-04-28T12:07:39.787009",
   "version": "2.0.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}